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      "label": "CODAC Core System distribution",
      "subtitle": "not-public",
      "description": "面向ITER贡献者注册分发，包含开源与ITER专用组件。",
      "tags": [
        "code",
        "not-public",
        "restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:codac-distribution-not-public",
      "type": "code",
      "domain": "control",
      "label": "CODAC distribution",
      "subtitle": "not-public",
      "description": "面向注册贡献者分发。",
      "tags": [
        "code",
        "not-public",
        "restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:control-oriented-east-model-not-public",
      "type": "code",
      "domain": "control",
      "label": "control-oriented EAST model",
      "subtitle": "not-public",
      "description": "直接设计模型",
      "tags": [
        "code",
        "not-public",
        "paper equations available; implementation not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:cotsim-not-public",
      "type": "code",
      "domain": "control",
      "label": "COTSIM",
      "subtitle": "not-public",
      "description": "直接非线性验证模型",
      "tags": [
        "code",
        "not-public",
        "research code; not publicly released",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:create-nl-dina-not-public",
      "type": "code",
      "domain": "control",
      "label": "CREATE-NL+/DINA",
      "subtitle": "not-public",
      "description": "高保真自由边界验证后端",
      "tags": [
        "code",
        "not-public",
        "research/restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:dcon-valen-3d-workflow-not-public",
      "type": "code",
      "domain": "control",
      "label": "DCON/VALEN-3D workflow",
      "subtitle": "not-public",
      "description": "论文所用稳定性与三维电磁工作流未发现统一公开仓库。",
      "tags": [
        "code",
        "not-public",
        "restricted-or-not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:decaf-not-public",
      "type": "code",
      "domain": "control",
      "label": "DECAF",
      "subtitle": "not-public",
      "description": "论文与会议材料描述框架，但未找到公开官方执行仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-bes-regime-cnn-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D BES regime CNN",
      "subtitle": "not-public",
      "description": "论文未附可核验模型仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:https-www-ga-com-magnetic-fusion-diii-d",
      "type": "code",
      "domain": "diagnostics",
      "label": "DIII-D experimental data",
      "subtitle": "controlled-access",
      "description": "用户设施合作访问",
      "url": "https://www.ga.com/magnetic-fusion/diii-d",
      "tags": [
        "code",
        "controlled-access",
        "controlled"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:diii-d-integrated-control-design-suite-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D integrated control design suite",
      "subtitle": "not-public",
      "description": "方法和部分工具有论文描述，完整生产工具链非公共仓库。",
      "tags": [
        "code",
        "not-public",
        "restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-locked-mode-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D locked-mode controller",
      "subtitle": "not-public",
      "description": "装置实时应用未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-neural-vde-estimator-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D neural VDE estimator",
      "subtitle": "not-public",
      "description": "训练数据、代理权重和PCS适配层未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS",
      "subtitle": "not-public",
      "description": "直接实验实现",
      "tags": [
        "code",
        "not-public",
        "facility software",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-autoencoder-anomaly-detector-not-public",
      "type": "code",
      "domain": "ai",
      "label": "DIII-D PCS autoencoder anomaly detector",
      "subtitle": "not-public",
      "description": "未发现 General Atomics 或论文作者发布对应训练、部署和 PCS 集成代码。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:diii-d-pcs-core-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS core",
      "subtitle": "not-public",
      "description": "GA维护的生产源码；官方页面证明多装置使用，但未提供公共克隆入口。",
      "tags": [
        "code",
        "not-public",
        "restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-integrated-profile-ntm-modules-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS integrated profile/NTM modules",
      "subtitle": "not-public",
      "description": "直接实现",
      "tags": [
        "code",
        "not-public",
        "facility software; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-ntm-eccd-application-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS NTM/ECCD application",
      "subtitle": "not-public",
      "description": "论文描述的装置专用实时控制实现；未发现可核验的公开专用仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-rotation-energy-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS rotation/energy controller",
      "subtitle": "not-public",
      "description": "直接实现",
      "tags": [
        "code",
        "not-public",
        "facility code; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-simulation-environment-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS simulation environment",
      "subtitle": "not-public",
      "description": "装置控制开发基础设施；未公开完整环境。",
      "tags": [
        "code",
        "not-public",
        "restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-rtefit-toksys-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS/rtEFIT/TokSys",
      "subtitle": "not-public",
      "description": "直接状态重建、控制实现和闭环验证工具链",
      "tags": [
        "code",
        "not-public",
        "TokSys documentation public; operational PCS/configuration restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-pcs-toksys-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D PCS/TokSys",
      "subtitle": "not-public",
      "description": "直接控制实现与模型在环",
      "tags": [
        "code",
        "not-public",
        "documentation/partial tools public; operational stack restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-radiated-power-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D radiated-power controller",
      "subtitle": "not-public",
      "description": "实时bolometer与PCS实现未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-real-time-heat-flux-estimator-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D real-time heat-flux estimator",
      "subtitle": "not-public",
      "description": "实时估计与PCS实现未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-rwm-feedback-application-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D RWM feedback application",
      "subtitle": "not-public",
      "description": "线圈/传感器几何和实时滤波均为装置专用。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-snowflake-controller-pcs-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D snowflake controller / PCS",
      "subtitle": "not-public",
      "description": "论文直接算法",
      "tags": [
        "code",
        "not-public",
        "facility software; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-tearing-avoidance-rl-stack-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D tearing-avoidance RL stack",
      "subtitle": "not-public",
      "description": "论文未提供可核验的完整训练与实时部署仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-variable-nbi-energy-rotation-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D variable-NBI energy/rotation controller",
      "subtitle": "not-public",
      "description": "实时束模型和PCS应用未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:diii-d-east-detachment-feedback-applications-not-public",
      "type": "code",
      "domain": "control",
      "label": "DIII-D/EAST detachment feedback applications",
      "subtitle": "not-public",
      "description": "装置专用诊断处理与控制代码未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:dina-not-public",
      "type": "code",
      "domain": "control",
      "label": "DINA",
      "subtitle": "not-public",
      "description": "直接的非线性自由边界被控对象",
      "tags": [
        "code",
        "not-public",
        "restricted/not publicly released",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:divcontrolnn-not-public",
      "type": "code",
      "domain": "control",
      "label": "DivControlNN",
      "subtitle": "not-public",
      "description": "网络权重、训练数据与实时部署代码未发现公开仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:https-github-com-chalmersplasmatheory-dream",
      "type": "code",
      "domain": "control",
      "label": "DREAM",
      "subtitle": "official-direct",
      "description": "论文直接对应的官方源代码仓库。",
      "url": "https://github.com/chalmersplasmatheory/DREAM",
      "tags": [
        "code",
        "official-direct",
        "public",
        "MIT"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:east-cryoplant-fault-diagnosis-expert-system-not-public",
      "type": "code",
      "domain": "ai",
      "label": "EAST cryoplant fault-diagnosis expert system",
      "subtitle": "not-public",
      "description": "未发现 ASIPP 发布知识库、推理机、Qt/C++ 工程或 DCS connector 源码。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:east-deep-disruption-predictor-not-public",
      "type": "code",
      "domain": "control",
      "label": "EAST deep disruption predictor",
      "subtitle": "not-public",
      "description": "训练代码与数据未发现公开官方仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:east-diagnostic-production-code-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "EAST diagnostic production code",
      "subtitle": "not-public",
      "description": "未发现可核验的完整公共仓库",
      "tags": [
        "code",
        "not-public",
        "closed-or-unconfirmed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:east-equilibrium-deep-network-not-public",
      "type": "code",
      "domain": "ai",
      "label": "EAST equilibrium deep network",
      "subtitle": "not-public",
      "description": "未发现作者发布的代码、权重与处理脚本仓库。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:east-mdsplus-daq-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "EAST MDSplus/DAQ",
      "subtitle": "not-public",
      "description": "论文公开架构；论文 URL 已移入参考文献，未发现匿名开放 shot server 或可核验的 EAST 专用公共实现",
      "tags": [
        "code",
        "not-public",
        "closed-or-unconfirmed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:east-pcs-not-public",
      "type": "code",
      "domain": "control",
      "label": "EAST PCS",
      "subtitle": "not-public",
      "description": "生产代码未发现公共仓库；后续已发展自主‘灵枢’系统。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:east-pcs-p-efit-not-public",
      "type": "code",
      "domain": "control",
      "label": "EAST PCS / P-EFIT",
      "subtitle": "not-public",
      "description": "直接实时平衡、形状和场景控制",
      "tags": [
        "code",
        "not-public",
        "facility software; not publicly released as an operational stack",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:east-steady-state-pcs-modules-not-public",
      "type": "code",
      "domain": "control",
      "label": "EAST steady-state PCS modules",
      "subtitle": "not-public",
      "description": "链接为论文；未发现装置专用实现公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:east-tds-daq-interlock-application-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "EAST TDS DAQ/interlock application",
      "subtitle": "not-public",
      "description": "论文描述架构，生产配置未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:east-vertical-growth-feedback-not-public",
      "type": "code",
      "domain": "control",
      "label": "EAST vertical-growth feedback",
      "subtitle": "not-public",
      "description": "装置GPU/PCS实现未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:east-nbi-som-bp-breakdown-predictor-not-public",
      "type": "code",
      "domain": "ai",
      "label": "EAST-NBI SOM/BP breakdown predictor",
      "subtitle": "not-public",
      "description": "未发现作者发布训练代码、模型权重或 NBI 数据处理系统源码。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:https-github-com-arewedreaming-ecrad",
      "type": "code",
      "domain": "diagnostics",
      "label": "ECRad",
      "subtitle": "official-direct",
      "description": "主要开发团队维护的公开代码。",
      "url": "https://github.com/AreWeDreaming/ECRad",
      "tags": [
        "code",
        "official-direct",
        "public"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:efit-prime-训练代码-权重与-diii-d-数据-not-public",
      "type": "code",
      "domain": "ai",
      "label": "EFIT-Prime 训练代码、权重与 DIII-D 数据",
      "subtitle": "not-public",
      "description": "未发现可核验的官方公开仓库。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:efitnn-动力学集合-ppo-策略与-pcs-接口-not-public",
      "type": "code",
      "domain": "ai",
      "label": "EFITNN、动力学集合、PPO 策略与 PCS 接口",
      "subtitle": "not-public",
      "description": "论文未公开完整训练/部署代码。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:ehl-2-diagnostic-code-data-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "EHL-2 diagnostic code/data",
      "subtitle": "not-public",
      "description": "未发现可核验的诊断生产仓库或实验数据",
      "tags": [
        "code",
        "not-public",
        "closed-or-unconfirmed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:https-github-com-fusion-power-plant-framework-eqdsk",
      "type": "code",
      "domain": "ai",
      "label": "eqdsk",
      "subtitle": "official-enabling",
      "description": "同一官方组织的 equilibrium 数据读写工具。",
      "url": "https://github.com/Fusion-Power-Plant-Framework/eqdsk",
      "tags": [
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      "description": "链接为论文记录；未发现完整公开模型包。",
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      "description": "开放的Grad–Shafranov与合成磁信号基线。",
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      "degree": 1,
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      "tags": [
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      "degree": 1,
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      "description": "Apache-2.0 官方主框架。",
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      "degree": 1,
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      "label": "Fusion operational copilot implementation",
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      "description": "未发现作者公开的装置日志、索引或可复现实装代码。",
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      "degree": 1,
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      "description": "DeepMind 为 TORAX 整理的模型权重与推理封装，是特定 QLKNN 模型的可用资产，不是原论文完整训练数据。",
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      "degree": 1,
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      "description": "论文声明代码可向作者申请，但未给出公共仓库，因此按 not-public 处理。",
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      "description": "源码按合作关系提供；未发现统一公开许可证仓库。",
      "tags": [
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      "description": "链接为GA合作入口；装置专用生产分支未公开。",
      "tags": [
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      "degree": 1,
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      "description": "官方能力/合作入口，不是公共源码。",
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        "未标注"
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      "degree": 1,
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      "degree": 1,
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      "description": "项目用于编排/接口的通用开源平台，不包含 MPEX 私有工作流和物理代码配置。",
      "url": "https://github.com/galaxyproject/galaxy",
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      "degree": 1,
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      "description": "论文 Data/Code availability 未给出可直接复现的公共仓库。",
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      "degree": 1,
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      "description": "论文指定的官方源码；论文投稿时固定到 commit cd599235f8005bc3fbdd70fdc295c2d6526f9087。",
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      "description": "2026 年启动的开放装置映射协作仓库。",
      "url": "https://github.com/iterorganization/IMAS-Data-Mapping",
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      "description": "PyPI verified provenance指向的项目官方公开仓库。",
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      "description": "论文未附公开模型仓库。",
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      "subtitle": "not-public",
      "description": "生产 CODAC 与 Plant I&C 配置未作为一个可核验公共代码库开放。",
      "tags": [
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      "degree": 1,
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      "label": "ITER DMS plant/protection software",
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      "description": "安全相关装置软件未公开。",
      "tags": [
        "code",
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        "未标注"
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      "degree": 1,
      "sourceDomains": [
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      "label": "ITER eMPC design implementation",
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        "未标注"
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      "label": "ITER iPCS implementation",
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      "tags": [
        "code",
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        "未标注"
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      "degree": 1,
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      "description": "论文模型与控制代码未发现公开仓库。",
      "tags": [
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        "未标注"
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      "degree": 1,
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        "control"
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      "tags": [
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        "未标注"
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      "degree": 1,
      "sourceDomains": [
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      "description": "平台与ITER模型未发现公开发行仓库。",
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        "未标注"
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      "degree": 1,
      "sourceDomains": [
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      "description": "公开文献描述功能与资格方法，未发现生产仓库。",
      "tags": [
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        "closed"
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      "degree": 1,
      "sourceDomains": [
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      "id": "code:iter-rh-ivvs-control-and-digital-work-instructions-not-public",
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      "label": "ITER RH/IVVS control and digital work instructions",
      "subtitle": "not-public",
      "description": "生产机器人、视觉和流程软件受控。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:iter-tcws-ccws-hrs-i-c-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "ITER TCWS/CCWS/HRS I&C",
      "subtitle": "not-public",
      "description": "生产 I&C 和 historian 未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:iter-tsm-tsmadkit-tsmadalg-implementation-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "ITER TSM tsmadkit / tsmadalg implementation",
      "subtitle": "not-public",
      "description": "论文明确说明 TSM、tsmadkit 与 tsmadalg 为 ITER Organization 专有知识产权，提交时不能公开。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:j-text-web-daq-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "J-TEXT Web DAQ",
      "subtitle": "not-public",
      "description": "接口和基准公开；未确认持续维护的公共生产仓库",
      "tags": [
        "code",
        "not-public",
        "closed-or-unconfirmed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jet-aghs-process-control-accountancy-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "JET AGHS process control/accountancy",
      "subtitle": "not-public",
      "description": "生产 DCS、配方和账户数据库未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jet-apodis-implementation-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET APODIS implementation",
      "subtitle": "not-public",
      "description": "实时分类器与JET接口未发现公开仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-bolometer-深度层析代码与权重-not-public",
      "type": "code",
      "domain": "ai",
      "label": "JET bolometer 深度层析代码与权重",
      "subtitle": "not-public",
      "description": "未发现官方公开仓库。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:jet-data-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET data",
      "subtitle": "not-public",
      "description": "按EUROfusion规则访问。",
      "tags": [
        "code",
        "not-public",
        "restricted",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-eds-control-and-monitoring-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "JET EDS control and monitoring",
      "subtitle": "not-public",
      "description": "生产流程和 historian 未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jet-enhanced-vs-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET enhanced VS controller",
      "subtitle": "not-public",
      "description": "JET装置控制与电源接口未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:https-users-euro-fusion-org",
      "type": "code",
      "domain": "diagnostics",
      "label": "JET experimental data",
      "subtitle": "controlled-access",
      "description": "合作访问；不能视为匿名开放数据",
      "url": "https://users.euro-fusion.org",
      "tags": [
        "code",
        "controlled-access",
        "controlled"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jet-integrated-profile-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET integrated profile controller",
      "subtitle": "not-public",
      "description": "论文直接实现",
      "tags": [
        "code",
        "not-public",
        "facility code; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-lp-detachment-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET LP detachment controller",
      "subtitle": "not-public",
      "description": "装置探针处理与气阀控制未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-mgi-trigger-and-valve-control-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET MGI trigger and valve control",
      "subtitle": "not-public",
      "description": "装置触发、阀和保护接口未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-minerva-microwave-workflow-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "JET Minerva microwave workflow",
      "subtitle": "not-public",
      "description": "论文所用联合推断与装置接口未公开。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jet-rtcc-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET RTCC",
      "subtitle": "not-public",
      "description": "EUROfusion官方档案描述系统；完整RTCC源码未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-rtpc-rtcc-current-profile-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET RTPC/RTCC current-profile controller",
      "subtitle": "not-public",
      "description": "论文直接实现",
      "tags": [
        "code",
        "not-public",
        "facility software; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-tomography-vae-实现-not-public",
      "type": "code",
      "domain": "ai",
      "label": "JET tomography + VAE 实现",
      "subtitle": "not-public",
      "description": "未发现对应公开代码与模型权重。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:https-transp-jetdata-eu-docs-running-20transp-input-mdsplus-mdsplus-htm",
      "type": "code",
      "domain": "diagnostics",
      "label": "JET TRANSP MDSplus interface documentation",
      "subtitle": "official-enabling",
      "description": "说明 PPF/MDSplus/TRANSP 连接；不是完整 JET data release",
      "url": "https://transp.jetdata.eu/docs/Running%20Transp/Input/MDSplus/MDSplus.htm",
      "tags": [
        "code",
        "official-enabling",
        "open-or-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jet-tsvd-profile-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET TSVD profile controller",
      "subtitle": "not-public",
      "description": "论文直接实现",
      "tags": [
        "code",
        "not-public",
        "facility code; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-walls-rtps-models-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET WALLS/RTPS models",
      "subtitle": "not-public",
      "description": "链接为论文；未发现可直接复现JET配置的公开包。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jet-xsc-real-time-boundary-code-not-public",
      "type": "code",
      "domain": "control",
      "label": "JET XSC/real-time boundary code",
      "subtitle": "not-public",
      "description": "论文直接实现",
      "tags": [
        "code",
        "not-public",
        "facility software; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jrtf-not-public",
      "type": "code",
      "domain": "control",
      "label": "JRTF",
      "subtitle": "not-public",
      "description": "论文实现，无公共仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jrtf-j-text-control-code-not-public",
      "type": "code",
      "domain": "control",
      "label": "JRTF/J-TEXT control code",
      "subtitle": "not-public",
      "description": "论文直接系统实现，未发现公开仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jt-60sa-control-and-dina-configuration-not-public",
      "type": "code",
      "domain": "control",
      "label": "JT-60SA control and DINA configuration",
      "subtitle": "not-public",
      "description": "官方说明系统职责；未发现装置生产配置公开仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jt-60sa-diagnostic-production-code-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "JT-60SA diagnostic production code",
      "subtitle": "not-public",
      "description": "研究计划公开，生产实现未公开",
      "tags": [
        "code",
        "not-public",
        "closed-or-unconfirmed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jt-60sa-interferometer-rt-processor-not-public",
      "type": "code",
      "domain": "control",
      "label": "JT-60SA interferometer RT processor",
      "subtitle": "not-public",
      "description": "FPGA/实时处理和控制接口未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jt-60sa-magnet-controller-qpc-logic-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "JT-60SA Magnet Controller/QPC logic",
      "subtitle": "not-public",
      "description": "生产逻辑与阈值未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jt-60sa-magnet-power-supply-supervisory-software-not-public",
      "type": "code",
      "domain": "control",
      "label": "JT-60SA magnet power-supply supervisory software",
      "subtitle": "not-public",
      "description": "装置电源与保护软件未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jt-60sa-pcs-configuration-not-public",
      "type": "code",
      "domain": "control",
      "label": "JT-60SA PCS/configuration",
      "subtitle": "not-public",
      "description": "官方职责描述，无公共生产仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jt-60sa-jt-60u-diagnostic-data-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "JT-60SA/JT-60U diagnostic data",
      "subtitle": "not-public",
      "description": "运行主页不是数据 API；未发现全量匿名公共 shot API",
      "tags": [
        "code",
        "not-public",
        "controlled"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:jt-60u-稀疏选择与-svm-实现-not-public",
      "type": "code",
      "domain": "ai",
      "label": "JT-60U 稀疏选择与 SVM 实现",
      "subtitle": "not-public",
      "description": "未发现官方公开代码。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:jt-60u-fast-cxrs-profile-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "JT-60U fast CXRS/profile controller",
      "subtitle": "not-public",
      "description": "直接实现",
      "tags": [
        "code",
        "not-public",
        "facility code; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:jt-60u-plasma-control-system-not-public",
      "type": "code",
      "domain": "control",
      "label": "JT-60U plasma control system",
      "subtitle": "not-public",
      "description": "直接实现",
      "tags": [
        "code",
        "not-public",
        "facility software; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-beta-p-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR beta-p controller",
      "subtitle": "not-public",
      "description": "KSTAR实时控制实现未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-diagnostic-analysis-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "KSTAR diagnostic analysis",
      "subtitle": "not-public",
      "description": "未发现完整公共生产仓库",
      "tags": [
        "code",
        "not-public",
        "closed-or-unconfirmed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:kstar-fce-boundary-code-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR FCE boundary code",
      "subtitle": "not-public",
      "description": "论文直接原型",
      "tags": [
        "code",
        "not-public",
        "not publicly released",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-l-h-elm-lstm-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR L-H/ELM LSTM",
      "subtitle": "not-public",
      "description": "模型权重和实时应用未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-mdsplus-epics-daq-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "KSTAR MDSplus/EPICS DAQ",
      "subtitle": "not-public",
      "description": "论文 URL 已移入参考文献；MDSplus/EPICS 是通用使能平台，KSTAR 配置和数据受合作规则约束",
      "tags": [
        "code",
        "not-public",
        "controlled"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:kstar-pcs-iter-ipcs-deployment-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR PCS / ITER iPCS deployment",
      "subtitle": "not-public",
      "description": "真机部署由ITER官方确认；生产代码未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-pcs-ipcs-branch-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR PCS/iPCS branch",
      "subtitle": "not-public",
      "description": "部署由ITER官方确认，源码未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-real-time-mse-analysis-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR real-time MSE analysis",
      "subtitle": "not-public",
      "description": "论文直接实现",
      "tags": [
        "code",
        "not-public",
        "facility code; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:kstar-real-time-profile-controller-not-public",
      "type": "code",
      "domain": "control",
      "label": "KSTAR real-time profile controller",
      "subtitle": "not-public",
      "description": "直接实现",
      "tags": [
        "code",
        "not-public",
        "facility code; not public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:leak-transport-localization-model-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "leak transport/localization model",
      "subtitle": "not-public",
      "description": "未发现公开实现。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:https-doi-org-10-57451-lhd-analyzed-data",
      "type": "code",
      "domain": "diagnostics",
      "label": "LHD Experiment Data Repository",
      "subtitle": "official-enabling",
      "description": "可检索数据产品；发表需遵守咨询、caveat 和致谢规则",
      "url": "https://doi.org/10.57451/lhd.analyzed-data",
      "tags": [
        "code",
        "official-enabling",
        "open-with-terms"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:liuqe-liuqe-rt-not-public",
      "type": "code",
      "domain": "control",
      "label": "LIUQE/LIUQE-RT",
      "subtitle": "not-public",
      "description": "论文直接状态估计器",
      "tags": [
        "code",
        "not-public",
        "facility MATLAB/Simulink code; not publicly released",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:llm4ppo-application-and-fine-tuned-weights-not-public",
      "type": "code",
      "domain": "ai",
      "label": "LLM4PPO application and fine-tuned weights",
      "subtitle": "not-public",
      "description": "论文说明数据因隐私限制仅可申请，未发现项目代码或权重公开。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:mada-marbl-integration-not-public",
      "type": "code",
      "domain": "ai",
      "label": "MADA / MARBL integration",
      "subtitle": "not-public",
      "description": "未发现可公开复现的 MADA 编排、内部文档数据或 MARBL 全套应用代码。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:made-ann-对应实现-not-public",
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      "label": "Safe-rampdown Bayesian optimizer",
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      "description": "论文未给出与装置实验完整对应的公开仓库。",
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      "description": "框架论文公开，但TCV装置实现未发现官方公开仓库。",
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        "code",
        "not-public",
        "未标注"
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      "degree": 1,
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      "subtitle": "official-enabling",
      "description": "论文使用 RandomForestRegressor 与 MLPRegressor 的官方上游实现，不包含 TORIC 数据流水线。",
      "url": "https://github.com/scikit-learn/scikit-learn",
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        "code",
        "official-enabling"
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      "degree": 1,
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      "description": "主要开发者公开的 FILD/INPA 分析与合成诊断套件。",
      "url": "https://github.com/JoseRuedaRueda/ScintSuite",
      "tags": [
        "code",
        "official-direct",
        "public"
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      "degree": 1,
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      "domain": "diagnostics",
      "label": "SOFT",
      "subtitle": "official-direct",
      "description": "主要作者维护的官方公开仓库。",
      "url": "https://github.com/hoppe93/SOFT",
      "tags": [
        "code",
        "official-direct",
        "public"
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      "degree": 1,
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      "label": "SPARC diagnostic production stack/data",
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      "label": "SPARC qualification database and diagnostic configuration",
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      "description": "生产 V&V 证据库未公开。",
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        "code",
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      "description": "ECE 前向模型作为 enabling 组件；未核验公共仓库。",
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      "description": "未发现完整公开实现与训练资产。",
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        "not-public"
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      "degree": 1,
      "sourceDomains": [
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      "description": "论文补充材料公开了目标、奖励和终止条件代码，MPO/通用库也公开；但 FGE、LIUQE 需许可，校准模拟器、已部署策略权重和完整装置接口未公开，因此直接实现仍判为 not-public。",
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        "code",
        "not-public"
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      "degree": 1,
      "sourceDomains": [
        "ai"
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    {
      "id": "code:tcv-actuator-manager-not-public",
      "type": "code",
      "domain": "control",
      "label": "TCV actuator manager",
      "subtitle": "not-public",
      "description": "框架概念公开，装置实时实现未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
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      "id": "code:tcv-data-and-diagnostics-routines-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "TCV data and diagnostics routines",
      "subtitle": "not-public",
      "description": "官方系统介绍页已移入参考来源；生产数据/代码需合作且未发现统一公共仓库",
      "tags": [
        "code",
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        "controlled"
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      "type": "code",
      "domain": "control",
      "label": "TCV EC/sawtooth controller",
      "subtitle": "not-public",
      "description": "装置实时应用未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
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      "id": "code:tcv-legacy-scd-control-code-not-public",
      "type": "code",
      "domain": "control",
      "label": "TCV legacy SCD control code",
      "subtitle": "not-public",
      "description": "装置页面描述能力；未发现完整旧版源码仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
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      "id": "code:tcv-rl-simulator-training-data-and-deployed-policy-not-public",
      "type": "code",
      "domain": "control",
      "label": "TCV RL simulator, training data and deployed policy",
      "subtitle": "not-public",
      "description": "论文直接资产",
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        "code",
        "not-public",
        "not publicly released as a reproducible package",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
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      "id": "code:textor-t-10-vibration-daq-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "TEXTOR/T-10 vibration DAQ",
      "subtitle": "not-public",
      "description": "历史硬件/软件未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
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      "type": "code",
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      "label": "TGLF-WINN 训练与权重",
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      "description": "未发现作者发布的论文专用仓库。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "code:https-github-com-idaholab-tmap8",
      "type": "code",
      "domain": "ai",
      "label": "TMAP8",
      "subtitle": "official-enabling",
      "description": "INL 官方 LGPL 开源求解器和 fuel-cycle/divertor 示例，是该研究实现底座；不等同于论文专有 FPP 模型资产。",
      "url": "https://github.com/idaholab/TMAP8",
      "tags": [
        "code",
        "official-enabling"
      ],
      "degree": 1,
      "sourceDomains": [
        "ai"
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      "label": "ToFu",
      "subtitle": "official-direct",
      "description": "ToFuProject 官方公开仓库，含几何、前向与反演实现。",
      "url": "https://github.com/ToFuProject/tofu",
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        "code",
        "official-direct",
        "public"
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      "degree": 1,
      "sourceDomains": [
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      "domain": "ai",
      "label": "TokaMark",
      "subtitle": "official-direct",
      "description": "作者团队官方 benchmark、数据处理和评估仓库。",
      "url": "https://github.com/UKAEA-IBM-STFC-Fusion-FMs/tokamark",
      "tags": [
        "code",
        "official-direct"
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      "degree": 1,
      "sourceDomains": [
        "ai"
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      "type": "code",
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      "label": "TokaMind",
      "subtitle": "official-direct",
      "description": "作者团队训练与微调代码。",
      "url": "https://github.com/UKAEA-IBM-STFC-Fusion-FMs/tokamind",
      "tags": [
        "code",
        "official-direct"
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      "degree": 1,
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        "ai"
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      "type": "code",
      "domain": "ai",
      "label": "TokaMind model weights",
      "subtitle": "official-direct",
      "description": "作者团队模型卡和预训练 checkpoint。",
      "url": "https://huggingface.co/UKAEA-IBM-STFC/tokamind-base-v2",
      "tags": [
        "code",
        "official-direct"
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      "degree": 1,
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      "type": "code",
      "domain": "diagnostics",
      "label": "Tomotok",
      "subtitle": "official-direct",
      "description": "作者团队公开的核心仓库。",
      "url": "https://github.com/Tomotok/core",
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        "code",
        "official-direct",
        "public"
      ],
      "degree": 1,
      "sourceDomains": [
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      "id": "code:https-www-3ds-com-products-simulia-opera",
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      "label": "TOSCA",
      "subtitle": "commercial-enabling",
      "description": "三维线圈—导体电磁场与涡流验证工具",
      "url": "https://www.3ds.com/products/simulia/opera",
      "tags": [
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        "commercial/closed",
        "未标注"
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      "degree": 1,
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      "label": "TRANSP",
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      "description": "论文场景/响应模型后端",
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      "tags": [
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        "official open source repository",
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      "type": "code",
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      "label": "TRIPPy",
      "subtitle": "official-direct",
      "description": "作者发布的 TRIPPy 实现。",
      "url": "https://github.com/icfaust/TRIPPy",
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        "official-direct",
        "public"
      ],
      "degree": 1,
      "sourceDomains": [
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      "label": "TSM / tsmadkit / tsmadalg",
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      "description": "论文明确称为 ITER 专有知识产权；开放源代码流程正在准备，但截至投稿不能公开，仅可能协议共享。",
      "tags": [
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        "not-public"
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      "degree": 1,
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        "ai"
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      "label": "W7-X ArchiveDB Web API",
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      "description": "公开接口；数据产品和语义需按文档/合作规则解释",
      "url": "https://archive-webapi.ipp-hgw.mpg.de",
      "tags": [
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      "type": "code",
      "domain": "diagnostics",
      "label": "W7-X coil protection logic",
      "subtitle": "not-public",
      "description": "生产安全逻辑受控。",
      "tags": [
        "code",
        "not-public",
        "closed"
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      "degree": 1,
      "sourceDomains": [
        "diagnostics"
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    },
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      "type": "code",
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      "label": "W7-X diagnostic production code",
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      "description": "系统介绍页不是源码；完整生产代码未发现统一公共仓库",
      "tags": [
        "code",
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        "controlled"
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      "label": "W7-X thermal event detector",
      "subtitle": "not-public",
      "description": "事件库和生产算法未作为完整公共仓库发布。",
      "tags": [
        "code",
        "not-public",
        "closed"
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      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
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      "type": "code",
      "domain": "control",
      "label": "WEST AI thermal-event detector",
      "subtitle": "not-public",
      "description": "训练集、模型权重和实时应用未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
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      "degree": 1,
      "sourceDomains": [
        "control"
      ]
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      "label": "WEST FBG processing",
      "subtitle": "not-public",
      "description": "光谱解调、补偿和数据库流水线未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
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      "degree": 1,
      "sourceDomains": [
        "diagnostics"
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    },
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      "type": "code",
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      "label": "WEST PCS and wall-monitoring branch",
      "subtitle": "not-public",
      "description": "装置与成果有机构页面，未发现生产PCS或WMS控制分支的公开仓库。",
      "tags": [
        "code",
        "not-public",
        "未标注"
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      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
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      "type": "code",
      "domain": "control",
      "label": "WEST PCS/WMS",
      "subtitle": "not-public",
      "description": "装置页面公开，生产代码未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:west-wall-monitoring-protection-not-public",
      "type": "code",
      "domain": "control",
      "label": "WEST wall-monitoring protection",
      "subtitle": "not-public",
      "description": "装置机器保护代码和温度标定库未公开。",
      "tags": [
        "code",
        "not-public",
        "未标注"
      ],
      "degree": 1,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "code:west-wms-not-public",
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      "domain": "diagnostics",
      "label": "WEST WMS",
      "subtitle": "not-public",
      "description": "生产图像处理、ROI 和 PCS 配置未公开。",
      "tags": [
        "code",
        "not-public",
        "closed"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
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      "id": "code:west-wms-thermal-event-ai-and-pcs-integration-not-public",
      "type": "code",
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      "subtitle": "not-public",
      "description": "未发现 CEA 发布完整检测模型、权重、标注工具和实时 PCS 集成源码。",
      "tags": [
        "code",
        "not-public"
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      "degree": 1,
      "sourceDomains": [
        "ai"
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    },
    {
      "id": "code:west-wms-ir-processing-not-public",
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      "description": "论文公开，生产代码未发现公共仓库",
      "tags": [
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        "closed-or-unconfirmed"
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      "degree": 1,
      "sourceDomains": [
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      "id": "code:xgc-not-public",
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      "label": "XGC",
      "subtitle": "not-public",
      "description": "XGC1 是物理输入代码；访问受协作与许可约束，且不是 BES 观测算子本体。",
      "tags": [
        "code",
        "not-public"
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      "degree": 1,
      "sourceDomains": [
        "diagnostics"
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    },
    {
      "id": "code:xgc1-bes-synthetic-diagnostic-workflow-not-public",
      "type": "code",
      "domain": "diagnostics",
      "label": "XGC1-BES synthetic diagnostic workflow",
      "subtitle": "not-public",
      "description": "论文专用端到端实现未发现公开仓库。",
      "tags": [
        "code",
        "not-public"
      ],
      "degree": 1,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "code:https-github-com-princetonuniversity-xicsrt",
      "type": "code",
      "domain": "diagnostics",
      "label": "XICSRT",
      "subtitle": "official-direct",
      "description": "Princeton University 官方组织下的开源仓库。",
      "url": "https://github.com/PrincetonUniversity/xicsrt",
      "tags": [
        "code",
        "official-direct",
        "public"
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      "degree": 1,
      "sourceDomains": [
        "diagnostics"
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    },
    {
      "id": "device:diii-d",
      "type": "device",
      "domain": "facility",
      "label": "DIII-D",
      "description": "美国 · 运行中的用户设施. DIII-D 具有五十余套诊断和成熟 PCS，是平衡、MSE、电荷交换、ECE/ECEI、Thomson、反射计、BES、FIDA、中子、bolometry、SXR 和边界成像与控制耦合的代表装置。其优势是诊断密度、场景灵活性和大量控制实验；限制是原始 shot 数据及装置专用分析代码主要面向合作用户。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 112,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "美国",
      "url": "https://www.ga.com/magnetic-fusion/diii-d"
    },
    {
      "id": "device:iter",
      "type": "device",
      "domain": "facility",
      "label": "ITER",
      "description": "国际 / 法国 · 建设、装配和分系统集成；尚无 ITER 等离子体实验数据. ITER 规划约四十套大型诊断，覆盖磁、光学、微波、辐射、中子/伽马、粒子与边界测量。其核心挑战不是再复制研究装置诊断，而是在中子、伽马、热、真空、氚包容、远程维护和有限端口条件下向保护、PCS 和物理研究持续提供带质量标志的测量。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 100,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "法国 · 国际",
      "url": "https://www.iter.org/project/tokamak-assembly"
    },
    {
      "id": "device:jet",
      "type": "device",
      "domain": "facility",
      "label": "JET",
      "description": "欧洲 / 英国 · 2023 年结束实验；进入退役准备与数据再利用阶段. JET 的价值在于经过 D-T、ITER-like wall 和高功率场景考验的多诊断链：磁平衡、LIDAR/高分辨 Thomson、ECE、反射计、CXRS、可见/UV/X 射线、bolometer、质量谱以及中子相机/谱仪。当前应把它作为有氚运行、跨诊断校核和数据治理的历史基准，而非在线设施。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 73,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "英国 · 欧洲",
      "url": "https://euro-fusion.org/devices/jet/"
    },
    {
      "id": "device:east",
      "type": "device",
      "domain": "facility",
      "label": "EAST",
      "description": "中国 · 运行中的长脉冲研究装置. EAST 的诊断组合服务于稳态高约束、加热电流驱动、快离子、钨偏滤器和长脉冲设备健康：磁测量/POINT、Thomson、ECE/ECEI、反射计、FIDA、中子监测、光谱/SXR/bolometer、IR 与 Langmuir 探针。MDSplus 既归档物理诊断也支持技术诊断；长脉冲中标定漂移、冷却与数据连续性尤为重要。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 62,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "中国",
      "url": "https://english.hf.cas.cn/r/ResearchPrograms/PlasmaPhysics/"
    },
    {
      "id": "device:kstar",
      "type": "device",
      "domain": "facility",
      "label": "KSTAR",
      "description": "韩国 · 运行中的长脉冲研究装置. KSTAR 从首等离子体时期的磁、干涉、ECE、可见光谱与成像，扩展到 Thomson、ECEI、MSE、CXRS、反射计、SXR/bolometer、边界/快离子诊断。诊断 DAQ 通过 EPICS 与中央控制集成，脉冲数据进入 MDSplus；实时诊断和 PCS 的耦合已用于平衡、剖面与高性能场景研究。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 42,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "韩国",
      "url": "https://www.kfe.re.kr/"
    },
    {
      "id": "device:tcv",
      "type": "device",
      "domain": "facility",
      "label": "TCV",
      "description": "瑞士 · 运行中的研究装置. TCV 有四十余套诊断，突出灵活端口、快速维护和与控制的紧耦合。两百余磁探针/磁通环、FIR、实时 Thomson、ECE、MPX、RADCAM/MANTIS、CXRS、DNBI、FIDA、边界探针和高速成像共同支持位形、剖面和先进偏滤器研究。",
      "tags": [
        "fusion-device"
      ],
      "degree": 42,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:asdex-upgrade",
      "type": "device",
      "domain": "facility",
      "label": "ASDEX Upgrade",
      "description": "德国 · 运行中的研究装置. AUG 的约七十类诊断与约一百五十个 DAQ 系统构成高度模块化生态，其中约二十套实时诊断向 DCS 提供输入。电子/离子剖面、辐射/杂质、快离子、MHD、边界与钨壁热状态均有成熟测量，shotfile、Diagnostic Control Center 与实时信号通信是其诊断数字线程特色。",
      "tags": [
        "fusion-device"
      ],
      "degree": 40,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:nstx-u",
      "type": "device",
      "domain": "facility",
      "label": "NSTX-U",
      "description": "美国 · 升级装置的调试与研究恢复阶段；具体 campaign 状态应查当期官方计划. NSTX/NSTX-U 形成了磁、Thomson、CHERS、MSE、reflectometry、BES、SXR、bolometer、中性粒子/快离子、IR/可见与边界探针数据体系。其突出价值是 MDSplus 同时组织原始、约化、分析和工程数据，并公开数据管理规则与 Web 工具；装置升级后各诊断的 commissioning 状态必须逐项核验。",
      "tags": [
        "fusion-device"
      ],
      "degree": 30,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:mast-upgrade",
      "type": "device",
      "domain": "facility",
      "label": "MAST Upgrade",
      "description": "英国 · 运行中的研究装置. MAST-U 诊断围绕 Super-X/先进偏滤器、球形环 MHD、快离子和高空间分辨剖面展开。磁诊断在升级后重建并完成 in-situ 标定；foil bolometer 使用 FPGA 采集并以合成诊断评估二维反演；Thomson、BES、CXRS、IR/可见、光谱和边界探针构成主要物理链。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 26,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "英国",
      "url": "https://ccfe.ukaea.uk/programmes/mast-upgrade/"
    },
    {
      "id": "device:sparc",
      "type": "device",
      "domain": "facility",
      "label": "SPARC",
      "description": "美国 · 建设、诊断制造与样机验证；尚无 SPARC plasma data. SPARC 以约五十套目标诊断支撑早期 Qfus>1、机器保护和 ARC 降风险。公开细节包括三类 X 射线系统、约四类中子系统、磁、干涉、ECE、光谱、可见/IR、粒子和工程传感；设计强调 12 T 磁场、D-T 中子、混凝土屏蔽、真空/氚边界和远距电子学。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 24,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "美国",
      "url": "https://www.cfs.energy/sparc"
    },
    {
      "id": "device:west",
      "type": "device",
      "domain": "facility",
      "label": "WEST",
      "description": "法国 · 运行中的长脉冲研究装置. WEST 的诊断重点是主动冷却钨偏滤器、长脉冲壁状态和稳态场景。红外壁监视、超高分辨率热成像、FBG/热电偶、可见/X 射线、ECEI、磁与核心剖面诊断一方面服务物理分析，另一方面通过 Wall Monitoring System 进入实时保护/功率退让。",
      "tags": [
        "fusion-device"
      ],
      "degree": 24,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:wendelstein-7-x",
      "type": "device",
      "domain": "facility",
      "label": "Wendelstein 7-X",
      "description": "德国 · 长脉冲实验、维护与后续 campaign 准备. W7-X 约四十五套诊断利用大量端口和三维磁构型，强调冗余物理原理、长脉冲连续采集和热事件自动识别。磁、Thomson、ECE、干涉、XICS/CXRS、bolometry、SXR、反射计、快离子、IR/visible/EDICAM 与边界探针共同构成长稳态参照；其 ArchiveDB/日志和 Web live monitoring 对数字孪生很有价值。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 19,
      "sourceDomains": [
        "diagnostics",
        "facility"
      ],
      "subtitle": "德国",
      "url": "https://www.ipp.mpg.de/w7x"
    },
    {
      "id": "device:jt-60sa",
      "type": "device",
      "domain": "facility",
      "label": "JT-60SA",
      "description": "日本 / 欧洲 · JT-60SA 完成首等离子体后处于维护增强和后续运行准备；JT-60U 为历史数据来源. JT-60SA 研究计划把磁、Thomson、ECE、干涉/偏振、CXRS、MSE、反射计、SXR/bolometer、光谱、中子/快离子和偏滤器诊断分阶段部署；JT-60U 的 MSE、ECE、快离子、中子与剖面数据提供方法继承。当前必须区分规划清单、已安装 commissioning 与 JT-60U 历史能力。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 18,
      "sourceDomains": [
        "control",
        "diagnostics",
        "facility"
      ],
      "subtitle": "日本 · 欧盟",
      "url": "https://www.jt60sa.org/"
    },
    {
      "id": "device:mast",
      "type": "device",
      "domain": "diagnostics",
      "label": "MAST",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 17,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics"
      ]
    },
    {
      "id": "device:j-text",
      "type": "device",
      "domain": "facility",
      "label": "J-TEXT",
      "description": "中国 · 运行中的研究装置. J-TEXT 长期服务于 MHD、破裂、逃逸电子和边界研究，拥有磁阵列、软/硬 X 射线、干涉/偏振、ECE/ECEI、Thomson、可见/高速成像、光谱和边界探针。其 Web 全栈 DAQ 把 HDF5、MDSplus、EPICS 与 REST API 统一起来，适合作为较小规模的诊断数据接口实验场。",
      "tags": [
        "fusion-device"
      ],
      "degree": 14,
      "sourceDomains": [
        "control",
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:exl-50u",
      "type": "device",
      "domain": "facility",
      "label": "EXL-50U",
      "description": "中国 · EXL-50U 自 2024 年运行；它是 EXL-50 的升级装置，但磁体、真空室、位形能力与诊断配置均须按 EXL-50U 基线独立版本化. EXL-50 是无中心螺线管装置；EXL-50U 则安装了中心螺线管，并以 ECRH 非感应启动、中心螺线管辅助爬升。公开 EXL-50 综述列出磁测量、可见/红外、微波与 HCN FIR 干涉、Thomson、Hα/杂质光谱、杂散 EC 波监测、ECE、AXUV、软/硬 X 射线和 Langmuir 探针，这只能作为 EXL-50U 的候选继承基线，不能直接等同于 EXL-50U 已安装、已标定或已接入实时链路的清单。EXL-50U 公开工作还直接证明了中心螺线管辅助放电及 FOCS 涡流测量；每套诊断仍需按装置配置、几何和标定版本确认。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 12,
      "sourceDomains": [
        "control",
        "facility"
      ],
      "subtitle": "中国 · 新奥",
      "url": "https://conferences.iaea.org/event/392/papers/35644/files/13873-OV2999-EXL-50UOverview-YJShi.pdf"
    },
    {
      "id": "device:alcator-c-mod",
      "type": "device",
      "domain": "diagnostics",
      "label": "Alcator C-Mod",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 11,
      "sourceDomains": [
        "ai",
        "diagnostics"
      ]
    },
    {
      "id": "device:ehl-2",
      "type": "device",
      "domain": "facility",
      "label": "EHL-2",
      "description": "中国 · 物理与工程设计/建设推进；尚无 EHL-2 plasma data. EHL-2 的公开论文聚焦高场、高离子温度和 p-11B 物理/工程设计，尚未发现可核验的完整诊断基线、接口控制文件或生产代码。合理需求包括磁与平衡、电子/离子剖面、组分与硼谱、硬 X 射线/逃逸电子、聚变产物（尤其带电粒子与伴随辐射）、PFC 热监测以及磁体/低温/结构/真空状态，但报告不得把需求写成已安装能力。",
      "tags": [
        "fusion-device",
        "facility-observatory"
      ],
      "degree": 10,
      "sourceDomains": [
        "control",
        "facility"
      ],
      "subtitle": "中国 · 新奥",
      "url": "https://en.ennresearch.com/researchfield/Compactfusion/EHL_2/"
    },
    {
      "id": "device:cfetr",
      "type": "device",
      "domain": "facility",
      "label": "CFETR",
      "description": "中国 · 工程设计/研发阶段. DINA/集成模拟和控制概念研究；ITER/CODAC/PCS经验参考；尚无运行装置生产PCS",
      "tags": [
        "fusion-device"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai",
        "facility"
      ]
    },
    {
      "id": "device:hl-2a-hl-2m-hl-3",
      "type": "device",
      "domain": "facility",
      "label": "HL-2A / HL-2M（HL-3）",
      "description": "中国 · HL-2M/HL-3 运行与诊断分阶段扩展；HL-2A 提供历史方法和数据. HL-2M 首等离子体阶段完成约 16 套基础系统，包括磁、宽视场成像、快电离规、高速 VUV、固态 THz 干涉和 CO2 色散干涉；公开计划为约五年扩展至约七十套。随后发展的宽谱光谱、Cherenkov 逃逸电子、TOF 中子、边界探针和高级剖面诊断成熟度各异，不能把概念设计统一标成部署。",
      "tags": [
        "fusion-device"
      ],
      "degree": 6,
      "sourceDomains": [
        "facility"
      ]
    },
    {
      "id": "device:hl-2m",
      "type": "device",
      "domain": "facility",
      "label": "HL-2M",
      "description": "中国 · 实验与控制系统持续建设. DIII-D PCS框架；三节点实时Linux；D-TACQ2106；反射内存；磁/电源接口",
      "tags": [
        "fusion-device"
      ],
      "degree": 6,
      "sourceDomains": [
        "control",
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:large-helical-device-lhd",
      "type": "device",
      "domain": "facility",
      "label": "Large Helical Device (LHD)",
      "description": "日本 · LHD 项目实验运行已完成；作为学术研究平台开放数据和诊断资源. LHD 在电子/离子剖面、ECE、干涉、重离子束探针、光谱、bolometer/SXR、中子/快离子、磁和边界成像方面积累丰富，最突出的数字孪生资产是官方 Fusion Diagnostic Data Repository：可按 shot/diagnostic 检索 raw/primarily processed/analyzed products，并有明确权利、联系人和引用 DOI。",
      "tags": [
        "fusion-device"
      ],
      "degree": 6,
      "sourceDomains": [
        "facility"
      ]
    },
    {
      "id": "device:rfx-mod",
      "type": "device",
      "domain": "diagnostics",
      "label": "RFX-mod",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai",
        "control",
        "diagnostics"
      ]
    },
    {
      "id": "device:arc",
      "type": "device",
      "domain": "facility",
      "label": "ARC",
      "description": "美国 · 概念与设计阶段. 公开物理基础与概念设计；尚无可核验生产PCS；可继承SPARC模型/控制经验但需电厂级再设计",
      "tags": [
        "fusion-device"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai",
        "facility"
      ]
    },
    {
      "id": "device:hl-2a",
      "type": "device",
      "domain": "facility",
      "label": "HL-2A",
      "description": "中国 · 研究装置. 装置专用控制与DAQ；实时诊断；机器学习破裂预测器；MGI/SMBI接口",
      "tags": [
        "fusion-device"
      ],
      "degree": 5,
      "sourceDomains": [
        "diagnostics",
        "facility"
      ]
    },
    {
      "id": "device:nstx",
      "type": "device",
      "domain": "diagnostics",
      "label": "NSTX",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 5,
      "sourceDomains": [
        "control",
        "diagnostics"
      ]
    },
    {
      "id": "device:rfx-mod-rfx-mod2",
      "type": "device",
      "domain": "facility",
      "label": "RFX-mod / RFX-mod2",
      "description": "意大利 · RFX-mod2升级与集成. MARTe/MARTe2；高速磁I/O；RAPTOR集成；MDSplus；装置专用控制矩阵",
      "tags": [
        "fusion-device"
      ],
      "degree": 4,
      "sourceDomains": [
        "facility"
      ]
    },
    {
      "id": "device:多装置",
      "type": "device",
      "domain": "control",
      "label": "多装置",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 3,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "device:jt-60u",
      "type": "device",
      "domain": "control",
      "label": "JT-60U",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 3,
      "sourceDomains": [
        "ai",
        "control"
      ]
    },
    {
      "id": "device:textor",
      "type": "device",
      "domain": "diagnostics",
      "label": "TEXTOR",
      "description": "",
      "tags": [
        "fusion-device"
      ],
      "degree": 3,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "device:uk-step-prototype-powerplant",
      "type": "device",
      "domain": "ai",
      "label": "UK STEP Prototype Powerplant",
      "description": "",
      "tags": [
        "fusion-device"
      ],
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    {
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      "degree": 1,
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      "description": "跨装置、跨代码与跨诊断的数据命名、单位、坐标、时间、误差和血缘不一致，使联合分析与长期可复现性失效。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "data-contract",
        "IDS",
        "schema",
        "provenance",
        "interoperability",
        "DG0"
      ],
      "degree": 25,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-002",
      "type": "research",
      "domain": "diagnostics",
      "label": "MDSplus 脉冲树、数据采集与时序数据管理",
      "subtitle": "",
      "description": "聚变实验需要在一个可追溯脉冲上下文中配置采集硬件、并发写入高速时序并连接分析结果。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DAQ",
        "pulse-tree",
        "time-series",
        "archive",
        "replay",
        "DG0"
      ],
      "degree": 24,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-004",
      "type": "research",
      "domain": "diagnostics",
      "label": "OMAS：轻量 IMAS 兼容数据对象与装置映射",
      "subtitle": "",
      "description": "研究者在没有完整 IMAS 安装的环境中仍需读写标准化 IDS、映射装置数据和搭建可测试工作流。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "IMAS",
        "Python",
        "mapping",
        "schema",
        "prototype",
        "DG0"
      ],
      "degree": 18,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-003",
      "type": "research",
      "domain": "diagnostics",
      "label": "UDA 统一数据访问层",
      "subtitle": "",
      "description": "分析软件面对 MDSplus、文件、数据库和远端服务时容易把设备专用访问逻辑写进物理算法。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "data-access",
        "plugin",
        "network",
        "IMAS",
        "abstraction",
        "DG0"
      ],
      "degree": 18,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg4-016",
      "type": "research",
      "domain": "diagnostics",
      "label": "测辐射热计：总辐射功率与功率平衡",
      "subtitle": "",
      "description": "宽带测量总辐射与二维发射率，支撑功率平衡和辐射塌缩预警。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "bolometer",
        "radiation",
        "power-balance",
        "tomography",
        "DG4"
      ],
      "degree": 17,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg4-017",
      "type": "research",
      "domain": "diagnostics",
      "label": "软X射线阵列与快速层析",
      "subtitle": "",
      "description": "高时间分辨监测核心杂质辐射、锯齿和磁岛，并重建二维发射率。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "SXR",
        "tomography",
        "MHD",
        "real-time",
        "DG4"
      ],
      "degree": 17,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-039",
      "type": "research",
      "domain": "diagnostics",
      "label": "Balmer/Stark偏滤器谱：脱靶、再结合与中性压力",
      "subtitle": "",
      "description": "量化偏滤器电离、再结合、辐射和脱靶前沿演化。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "Balmer",
        "Stark",
        "detachment",
        "recombination",
        "DG7"
      ],
      "degree": 17,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-012",
      "type": "research",
      "domain": "diagnostics",
      "label": "SOFT 逃逸电子同步辐射合成诊断",
      "subtitle": "",
      "description": "同步辐射图像强烈依赖磁场、观测方向和逃逸电子能量—俯仰—空间分布，简单局部发射模型会误判电子相空间。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "runaway-electron",
        "synchrotron",
        "camera",
        "spectrum",
        "synthetic-diagnostic",
        "DG9"
      ],
      "degree": 17,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg3-012",
      "type": "research",
      "domain": "diagnostics",
      "label": "成像X射线晶体谱：二维离子温度、流速与杂质",
      "subtitle": "",
      "description": "用高Z杂质线同时获取离子温度、流速和发射率，并层析极向结构。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "XICS",
        "x-ray",
        "Ti",
        "flow",
        "tomography",
        "DG3"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-042",
      "type": "research",
      "domain": "diagnostics",
      "label": "第一镜、尘埃与侵蚀/沉积综合监测",
      "subtitle": "",
      "description": "监测诊断第一镜反射率、尘埃、沉积/侵蚀和光学退化，保证长期可观测性。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "first-mirror",
        "dust",
        "erosion",
        "deposition",
        "diagnostic-health",
        "DG7"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-037",
      "type": "research",
      "domain": "diagnostics",
      "label": "红外热成像：PFC表面温度与热流",
      "subtitle": "",
      "description": "监测第一壁/偏滤器温度、热斑和热流，保护PFC并验证热负荷模型。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "IR",
        "thermography",
        "heat-flux",
        "PFC",
        "hot-spot",
        "DG7"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg4-019",
      "type": "research",
      "domain": "diagnostics",
      "label": "可见光杂质/燃料谱：Zeff、流入与回收",
      "subtitle": "",
      "description": "监测H同位素、低电荷杂质、Zeff代理、壁源与偏滤器回收。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "visible",
        "Zeff",
        "impurity-influx",
        "recycling",
        "DG4"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg2-010",
      "type": "research",
      "domain": "diagnostics",
      "label": "扫频/脉冲反射计：密度剖面和实时映射",
      "subtitle": "",
      "description": "非侵入重建边缘至核心密度剖面，并连续监测长脉冲边界变化。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "reflectometry",
        "ne-profile",
        "real-time",
        "WEST",
        "SPARC",
        "DG2"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg4-020",
      "type": "research",
      "domain": "diagnostics",
      "label": "硬X射线：逃逸电子制动辐射监测",
      "subtitle": "",
      "description": "探测逃逸电子产生、能谱和壁撞击，为破裂缓解与损伤评估提供证据。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "HXR",
        "runaway",
        "disruption",
        "risk",
        "DG5"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-009",
      "type": "research",
      "domain": "diagnostics",
      "label": "CHERAB–Raysect 三维光谱与辐射合成诊断",
      "subtitle": "",
      "description": "单射线近似忽略有限孔径、视场、遮挡、渐晕和复杂三维结构，会系统性偏置光谱与辐射反演矩阵。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "synthetic-diagnostic",
        "ray-tracing",
        "spectroscopy",
        "bolometry",
        "CAD",
        "DG9"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-005",
      "type": "research",
      "domain": "diagnostics",
      "label": "FAIR4Fusion 数据治理蓝图",
      "subtitle": "",
      "description": "聚变数据常缺少可发现元数据、许可、责任人、版本、保留期与跨设施访问规则。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D1",
      "tags": [
        "FAIR",
        "governance",
        "metadata",
        "provenance",
        "access-control",
        "DG0"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-026",
      "type": "research",
      "domain": "diagnostics",
      "label": "FIDA与成像FIDA：快离子相空间",
      "subtitle": "",
      "description": "测量中性束快离子分布、再分布和损失前兆。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "FIDA",
        "IFIDA",
        "fast-ion",
        "phase-space",
        "DG5"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:data-imas",
      "type": "research",
      "domain": "ai",
      "label": "IMAS：ITER 装置无关的数据字典、访问层与集成建模语义",
      "subtitle": "ITER Organization 与 ITER Members/EUROfusion · 2015",
      "description": "实验数据和模拟代码若采用点对点接口，会形成 N² 集成成本；ITER 需要统一描述平衡、剖面、控制、诊断、MHD、工程与溯源的数据标准。",
      "year": 2015,
      "evidenceLevel": "E2",
      "deploymentLevel": "D4",
      "tags": [
        "ontology",
        "data-dictionary",
        "IDS",
        "interoperability",
        "ITER"
      ],
      "degree": 16,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:dsi-007",
      "type": "research",
      "domain": "diagnostics",
      "label": "MARTe2–MDSplus 实时采集、配置与归档一体化",
      "subtitle": "",
      "description": "实时控制配置与数据采集配置分离会产生接口漂移、重复配置和难以回放的实时链。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "real-time",
        "DAQ",
        "configuration",
        "archive",
        "replay",
        "DG0"
      ],
      "degree": 16,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg2-008",
      "type": "research",
      "domain": "diagnostics",
      "label": "多色干涉/偏振测量：ITER环向干涉偏振仪",
      "subtitle": "",
      "description": "提供高带宽线积分密度，并用法拉第旋转约束密度加权磁场。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "interferometry",
        "polarimetry",
        "density",
        "real-time",
        "DG2"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg1-001",
      "type": "research",
      "domain": "diagnostics",
      "label": "感应式磁测量：磁通环、拾取线圈与罗戈夫斯基线圈",
      "subtitle": "",
      "description": "为等离子体电流、位形控制和平衡反演提供高带宽外部磁约束。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "magnetics",
        "equilibrium",
        "plasma-current",
        "real-time",
        "DG1"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-035",
      "type": "research",
      "domain": "diagnostics",
      "label": "气体喷注成像：边缘丝状体与湍流",
      "subtitle": "",
      "description": "二维高速成像边缘/SOL密度结构、blob、ELM和传播。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "GPI",
        "filament",
        "SOL",
        "turbulence",
        "imaging",
        "DG6"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg1-005",
      "type": "research",
      "domain": "diagnostics",
      "label": "实时磁平衡重建：rtEFIT与GPU实现",
      "subtitle": "",
      "description": "把磁信号和电流观测转为位置、边界、X点和磁通面，供控制与场景评估。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "rtEFIT",
        "equilibrium",
        "GPU",
        "state-estimation",
        "DG1"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-021",
      "type": "research",
      "domain": "diagnostics",
      "label": "微裂变室与中子通量监测：聚变功率基准",
      "subtitle": "",
      "description": "宽动态范围测总中子率和聚变功率，支撑燃烧控制与核计量。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "neutron",
        "fission-chamber",
        "fusion-power",
        "metrology",
        "DG5"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg4-018",
      "type": "research",
      "domain": "diagnostics",
      "label": "真空紫外杂质谱：电荷态与杂质输运",
      "subtitle": "",
      "description": "识别杂质元素/电荷态及输运时标，约束稀释和辐射损失。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "VUV",
        "impurity",
        "charge-state",
        "KSTAR",
        "DG4"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-033",
      "type": "research",
      "domain": "diagnostics",
      "label": "DisruptionPy 多装置破裂特征提取与基准数据流水线",
      "subtitle": "",
      "description": "破裂 ML 研究经常因装置专用脚本、不同标签、泄漏特征和不可追溯预处理而无法比较。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "disruption",
        "data-pipeline",
        "MDSplus",
        "provenance",
        "benchmark",
        "DG11"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-041",
      "type": "research",
      "domain": "diagnostics",
      "label": "LIBS/LIDS：壁材料与氚/氘库存原位诊断",
      "subtitle": "",
      "description": "原位识别PFC表面元素、沉积层和滞留H同位素，支撑库存与维护决策。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "LIBS",
        "LIDS",
        "tritium",
        "inventory",
        "wall",
        "DG7"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-023",
      "type": "research",
      "domain": "diagnostics",
      "label": "Minerva 贝叶斯诊断建模与模型数据融合框架",
      "subtitle": "",
      "description": "单诊断顺序处理无法一致处理共享校准参数、相关误差、互相依赖的物理量和模型选择。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "Bayesian",
        "IDA",
        "joint-inference",
        "uncertainty",
        "calibration",
        "DG10"
      ],
      "degree": 15,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg3-011",
      "type": "research",
      "domain": "diagnostics",
      "label": "电荷交换复合谱：离子温度与转动",
      "subtitle": "",
      "description": "测量局部Ti、环/极向流和杂质密度，支撑动量输运与径向电场分析。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "CXRS",
        "CER",
        "Ti",
        "rotation",
        "DG3"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg2-006",
      "type": "research",
      "domain": "diagnostics",
      "label": "多点汤姆逊散射：核心与边缘电子剖面",
      "subtitle": "",
      "description": "单激光脉冲获得局部电子温度/密度剖面，作为输运和跨诊断标尺。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "Thomson",
        "Te",
        "ne",
        "profile",
        "calibration",
        "DG2"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-036",
      "type": "research",
      "domain": "diagnostics",
      "label": "固定/往复式朗缪尔探针：SOL与偏滤器局部参数",
      "subtitle": "",
      "description": "局部测量边界等离子体密度、电子温度、浮动电势、粒子通量和涨落。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "Langmuir",
        "SOL",
        "divertor",
        "probe",
        "particle-flux",
        "DG7"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg1-003",
      "type": "research",
      "domain": "diagnostics",
      "label": "光纤电流传感：EAST等离子体与PF母排电流",
      "subtitle": "",
      "description": "无积分漂移地测量长脉冲等离子体与线圈电流，并隔离高压和电磁干扰。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "FOCS",
        "Faraday-effect",
        "EAST",
        "long-pulse",
        "DG1"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg1-002",
      "type": "research",
      "domain": "diagnostics",
      "label": "稳态霍尔磁测量：ITER OVSS与DEMO候选传感器",
      "subtitle": "",
      "description": "补足长脉冲/连续运行时感应线圈的低频与直流盲区。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "Hall",
        "steady-state",
        "ITER",
        "DEMO",
        "radiation",
        "DG1"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg3-013",
      "type": "research",
      "domain": "diagnostics",
      "label": "中性粒子分析器：逃逸中性谱与离子分布",
      "subtitle": "",
      "description": "从电荷交换逃逸中性约束离子能谱、燃料离子比例和快离子尾部。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "NPA",
        "fast-ion",
        "fuel-ratio",
        "response",
        "DG3"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-019",
      "type": "research",
      "domain": "diagnostics",
      "label": "ASCOT5 快离子轨道与多诊断合成响应",
      "subtitle": "",
      "description": "快离子诊断对相空间的采样高度选择性，且受三维磁场、碰撞、损失轨道和壁几何共同影响。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "ASCOT5",
        "fast-ion",
        "orbit-following",
        "wall-loss",
        "synthetic-diagnostic",
        "DG9"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg3-015",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER诊断中性束与氦灰CXRS",
      "subtitle": "",
      "description": "在燃烧等离子体测氦灰、杂质、Ti和转动。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "ITER",
        "DNB",
        "helium-ash",
        "CXRS",
        "DG3"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-029",
      "type": "research",
      "domain": "diagnostics",
      "label": "Mirnov线圈阵列：MHD模态与锁模",
      "subtitle": "",
      "description": "高时间分辨识别撕裂模、鱼骨、ELM、锁模和模态数。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "Mirnov",
        "MHD",
        "mode-number",
        "locked-mode",
        "DG6"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-021",
      "type": "research",
      "domain": "diagnostics",
      "label": "ScintSuite/FILDSIM 快离子损失探针合成诊断",
      "subtitle": "",
      "description": "FILD 闪烁图案由三维磁场、孔口、回旋半径/俯仰选择、闪烁屏响应与相机光学共同形成。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "FILD",
        "fast-ion-loss",
        "scintillator",
        "camera",
        "wall",
        "DG9"
      ],
      "degree": 14,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg2-009",
      "type": "research",
      "domain": "diagnostics",
      "label": "电子回旋辐射：ECE温度剖面与事件监测",
      "subtitle": "",
      "description": "连续快速测量电子温度剖面并识别锯齿、磁岛和热扰动。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "ECE",
        "Te",
        "radiometry",
        "MHD",
        "DG2"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg1-004",
      "type": "research",
      "domain": "diagnostics",
      "label": "动生斯塔克效应：内部磁场与电流密度剖面",
      "subtitle": "",
      "description": "为仅靠外部磁测量不可唯一确定的内部安全因子和电流密度提供局部约束。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "MSE",
        "q-profile",
        "polarimetry",
        "neutral-beam",
        "DG1"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-032",
      "type": "research",
      "domain": "diagnostics",
      "label": "多普勒反射与相关反射：湍流和E×B速度",
      "subtitle": "",
      "description": "测量选定波数密度湍流、垂直速度与剪切流。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DBS",
        "reflectometry",
        "ExB",
        "turbulence",
        "DG6"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-027",
      "type": "research",
      "domain": "diagnostics",
      "label": "集体汤姆逊散射：快离子与离子回旋特征",
      "subtitle": "",
      "description": "非侵入测量快离子速度分布和离子回旋结构。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "CTS",
        "fast-ion",
        "microwave",
        "velocity-space",
        "DG5"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-022",
      "type": "research",
      "domain": "diagnostics",
      "label": "径向中子相机：聚变反应率剖面",
      "subtitle": "",
      "description": "空间分辨聚变中子发射，约束反应率剖面、燃料分布和快离子行为。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "neutron-camera",
        "tomography",
        "fusion-rate",
        "ITER",
        "DG5"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-038",
      "type": "research",
      "domain": "diagnostics",
      "label": "偏滤器汤姆逊散射：脱靶区电子参数",
      "subtitle": "",
      "description": "在偏滤器和脱靶前沿测局部Te/ne，约束再结合、动量损失与功率耗散。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "divertor",
        "Thomson",
        "detachment",
        "Te",
        "ne",
        "DG7"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-034",
      "type": "research",
      "domain": "diagnostics",
      "label": "重离子束探针：电势、密度与涨落",
      "subtitle": "",
      "description": "直接局部测量等离子体电势及密度/磁涨落，研究径向电场和输运。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "HIBP",
        "potential",
        "electric-field",
        "fluctuation",
        "DG6"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg3-014",
      "type": "research",
      "domain": "diagnostics",
      "label": "主离子电荷交换谱：DIII-D氢同位素比例",
      "subtitle": "",
      "description": "测量主离子Ti、流速及H/D比例，服务燃料控制和同位素输运。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "MICER",
        "isotope",
        "fueling",
        "DIII-D",
        "DG3"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-006",
      "type": "research",
      "domain": "diagnostics",
      "label": "Calcam 相机几何标定与像素—三维映射",
      "subtitle": "",
      "description": "相机、热像仪和光谱成像的每个像素只有在视线、畸变、遮挡和 CAD 坐标被标定后才能与物理场对齐。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "camera-calibration",
        "geometry",
        "CAD",
        "line-of-sight",
        "registration",
        "DG0"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-008",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER 诊断 Plant I&C、CODAC 接口与中子计量校准治理",
      "subtitle": "",
      "description": "59 个诊断 plant 由多方交付且处于核环境，必须以统一状态机、网络、时间、保护边界和校准链获得可比且可维护的测量。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "CODAC",
        "calibration",
        "metrology",
        "neutron",
        "plant-I&C",
        "DG0"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-031",
      "type": "research",
      "domain": "diagnostics",
      "label": "RAPTOR 实时剖面状态观测器",
      "subtitle": "",
      "description": "反馈控制所需 Te、ne、电流/q 剖面无法只靠高频直接测量，需要在诊断间隔之间以模型推进并同化稀疏观测。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "state-estimation",
        "EKF",
        "real-time",
        "profiles",
        "control-interface",
        "DG11"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-033",
      "type": "research",
      "domain": "diagnostics",
      "label": "W7-X 相位衬度成像合成诊断",
      "subtitle": "",
      "description": "测量宽波数/频率范围的线积分密度涨落和波传播。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "PCI",
        "density-fluctuation",
        "turbulence",
        "synthetic-diagnostic",
        "DG9"
      ],
      "degree": 13,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-030",
      "type": "research",
      "domain": "diagnostics",
      "label": "二维电子回旋辐射成像：磁岛与湍流",
      "subtitle": "",
      "description": "二维成像电子温度扰动，解析磁岛、锯齿、ELM与湍流结构。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "ECEI",
        "MHD",
        "island",
        "turbulence",
        "DG6"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-023",
      "type": "research",
      "domain": "diagnostics",
      "label": "高分辨中子能谱：燃料离子与快离子",
      "subtitle": "",
      "description": "由中子能谱宽度/形状诊断离子温度、D/T比例和快离子反应通道。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "neutron-spectroscopy",
        "TOFOR",
        "MPR",
        "HRNS",
        "fast-ion",
        "DG5"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-028",
      "type": "research",
      "domain": "diagnostics",
      "label": "快离子损失探测器：轨道损失与MHD再分布",
      "subtitle": "",
      "description": "测量到达壁附近的快离子损失、回旋半径和俯仰角，评估PFC载荷。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "FILD",
        "fast-ion-loss",
        "orbit",
        "PFC",
        "DG5"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:pcs-003",
      "type": "research",
      "domain": "control",
      "label": "DIII-D PCS多装置移植：NSTX、MAST、EAST、KSTAR等分支",
      "subtitle": "论文作者与装置团队（见原始来源） · 2010",
      "description": "不同装置希望复用成熟实时框架，同时必须适配线圈、电源、诊断、实时网络、脉冲流程和本地团队。",
      "year": 2010,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "software product line",
        "PCS portability",
        "GA",
        "T9"
      ],
      "degree": 12,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:dsi-011",
      "type": "research",
      "domain": "diagnostics",
      "label": "FIDASIM 快离子 Dα 与中性粒子分析器合成诊断",
      "subtitle": "",
      "description": "FIDA/NPA 信号同时受快离子相空间、束中性化、荷交换、原子过程、视线和仪器函数影响，不能直接解释为局部快离子密度。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "FIDA",
        "NPA",
        "fast-ion",
        "neutral-beam",
        "forward-model",
        "DG9"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-029",
      "type": "research",
      "domain": "diagnostics",
      "label": "InDiCA 集成诊断分析框架",
      "subtitle": "",
      "description": "集成分析代码常重复实现数据容器、坐标变换、平衡访问、单位、血缘和诊断算子，难以组合与审计。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "IDA",
        "xarray",
        "provenance",
        "composition",
        "workflow",
        "DG10"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:data-mdsplus",
      "type": "research",
      "domain": "ai",
      "label": "MDSplus：聚变实验采集、归档与远程访问基础设施",
      "subtitle": "MIT PSFC、Consorzio RFX/Padova、Los Alamos National Laboratory 及国际协作社区 · 1991",
      "description": "聚变装置产生大量异构、分层且随放电变化的数据，需要在同一自描述结构中保存实验配置、波形、分析结果与仿真数据，并允许跨站点访问。",
      "year": 1991,
      "evidenceLevel": "E3",
      "deploymentLevel": "D4",
      "tags": [
        "DAQ",
        "archive",
        "time-series",
        "client-server",
        "legacy-modernization"
      ],
      "degree": 12,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-035",
      "type": "research",
      "domain": "control",
      "label": "MDSplus与MARTe2的配置、实时数据和放电证据链集成",
      "subtitle": "论文作者与装置团队（见原始来源） · 2020",
      "description": "实时系统需要从版本化配置启动、在线交换数据，并在放电后保存带时基、单位和树结构的证据。",
      "year": 2020,
      "evidenceLevel": "E3",
      "deploymentLevel": "D4",
      "tags": [
        "MDSplus",
        "MARTe2",
        "data provenance",
        "shot",
        "T9"
      ],
      "degree": 12,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:dsi-017",
      "type": "research",
      "domain": "diagnostics",
      "label": "REFMUL 系列反射计全波合成诊断",
      "subtitle": "",
      "description": "反射计相位/幅度受截止层、湍流、多重散射、曲率和天线几何影响，几何光学在强涨落下失效。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "reflectometry",
        "FDTD",
        "full-wave",
        "density",
        "turbulence",
        "DG9"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:integration-step-omfit",
      "type": "research",
      "domain": "ai",
      "label": "STEP/OMFIT：稳定性—输运—平衡—台基自洽集成模拟",
      "subtitle": "General Atomics、PPPL、EPFL、UKAEA 等 AToM/OMFIT collaboration · 2023",
      "description": "单独的 equilibrium、transport、pedestal 和 MHD stability 代码会产生不一致状态，难以对执行器目标和反应堆场景做可追溯迭代。",
      "year": 2023,
      "evidenceLevel": "E2",
      "tags": [
        "integrated-plasma-modeling",
        "OMFIT",
        "STEP",
        "OMAS",
        "predict-first"
      ],
      "degree": 12,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:aux-tmap8-tritium-multiscale-surrogates",
      "type": "research",
      "domain": "ai",
      "label": "Tokamak Energy FPP 的 TMAP8 组件代理—系统燃料循环多尺度氚核算",
      "subtitle": "Idaho National Laboratory；Tokamak Energy Ltd.；U.S. DOE Milestone Program collaborators · 2026",
      "description": "氚在偏滤器、第一壁和真空室中的扩散、陷获、回收跨越材料微观到整厂燃料循环时间尺度，高保真逐组件计算无法直接支持大量设计权衡、库存与安全评估。",
      "year": 2026,
      "evidenceLevel": "E1",
      "tags": [
        "TMAP8",
        "Tokamak Energy",
        "FPP",
        "tritium",
        "fuel cycle",
        "surrogate",
        "multiscale",
        "MOOSE"
      ],
      "degree": 12,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:dsi-015",
      "type": "research",
      "domain": "diagnostics",
      "label": "XICSRT 晶体 X 射线成像光谱射线追踪",
      "subtitle": "",
      "description": "XICS/XRCS 的弯晶、像差、空间—光谱耦合和有限探测器几何难以用解析公式充分描述。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "XICS",
        "x-ray",
        "Bragg",
        "ray-tracing",
        "ITER",
        "DG9"
      ],
      "degree": 12,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-025",
      "type": "research",
      "domain": "diagnostics",
      "label": "伽马射线能谱：快离子核反应与逃逸电子",
      "subtitle": "",
      "description": "利用特征核伽马线诊断高能离子反应、快离子分布和燃料反应通道。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "gamma",
        "fast-ion",
        "nuclear-reaction",
        "JET",
        "DG5"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg7-040",
      "type": "research",
      "domain": "diagnostics",
      "label": "石英晶体微天平：侵蚀/沉积在线质量通量",
      "subtitle": "",
      "description": "测量壁材料侵蚀/再沉积的局部质量变化，支撑PFC寿命与尘埃源项。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "QMB",
        "erosion",
        "deposition",
        "inventory",
        "PFC",
        "DG7"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg6-031",
      "type": "research",
      "domain": "diagnostics",
      "label": "束发射光谱：密度湍流与径向相关",
      "subtitle": "",
      "description": "测量局部密度涨落、相关长度、传播和湍流输运。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "BES",
        "density-fluctuation",
        "turbulence",
        "correlation",
        "DG6"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dg5-024",
      "type": "research",
      "domain": "diagnostics",
      "label": "中子活化系统：积分聚变中子产额与绝对校核",
      "subtitle": "",
      "description": "给出独立、时间积分的中子产额和能谱阈值信息，校核实时中子监测。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "activation",
        "neutron-yield",
        "absolute-calibration",
        "dosimetry",
        "DG5"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-028",
      "type": "research",
      "domain": "diagnostics",
      "label": "BITE/Aurora 贝叶斯杂质输运与多谱线反演",
      "subtitle": "",
      "description": "由多条谱线反推杂质扩散 D、对流 V 和密度受输运、原子数据、Te/ne、锯齿及诊断响应共同制约且多解。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "impurity",
        "transport",
        "Bayesian",
        "XICS",
        "C-Mod",
        "DG10"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-034",
      "type": "research",
      "domain": "diagnostics",
      "label": "Diag2Diag 多模态诊断超分辨与代理观测",
      "subtitle": "",
      "description": "高分辨诊断往往覆盖窄、采样慢或停机，而互补诊断连续但信息贫化；需要从相关模态恢复可用代理。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "virtual-sensor",
        "super-resolution",
        "multimodal",
        "DIII-D",
        "AI",
        "DG10"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:pcs-037",
      "type": "research",
      "domain": "control",
      "label": "DINA/ DINA-IMAS非线性自由边界放电与控制设计",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "评估线圈、电源、被动结构和轴对称等离子体强耦合动态，用于脉冲场景、垂直稳定、形状控制和破裂响应设计。",
      "year": 2025,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "DINA",
        "DINA-IMAS",
        "free boundary",
        "control simulation",
        "T1"
      ],
      "degree": 11,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-015",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER 在役远程视觉、计量与诊断维护",
      "subtitle": "",
      "description": "D-T 后活化和氚污染使人员无法进入，需在低可视、辐照、真空和狭窄空间中检查 PFC、定位缺陷并维护诊断。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "remote-handling",
        "robotics",
        "metrology",
        "visual-inspection",
        "DG8"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-022",
      "type": "research",
      "domain": "diagnostics",
      "label": "RENATE 三维束发射光谱合成诊断",
      "subtitle": "",
      "description": "BES 信号受束原子布居、衰减、寿命、光学体积和背景共同影响，需端到端模型解释密度与湍流。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "BES",
        "rate-equation",
        "beam",
        "optics",
        "KSTAR",
        "DG9"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-013",
      "type": "research",
      "domain": "diagnostics",
      "label": "ToFu 三维几何、辐射前向模型与层析工具箱",
      "subtitle": "",
      "description": "辐射诊断需要在同一工具中管理装置 CAD、孔径/探测器几何、视线矩阵、合成信号和反演。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "tomography",
        "geometry",
        "forward-model",
        "bolometry",
        "WEST",
        "DG9"
      ],
      "degree": 11,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:data-uda",
      "type": "research",
      "domain": "ai",
      "label": "UDA：面向异构聚变数据的统一远程访问层",
      "subtitle": "UK Atomic Energy Authority · 2012",
      "description": "分析代码不应依赖每种装置数据的文件位置、格式、位宽和访问协议；IMAS 还需要一种可映射本地档案并支持远程分段读取的后端。",
      "year": 2012,
      "evidenceLevel": "E2",
      "deploymentLevel": "D4",
      "tags": [
        "data-access",
        "plugins",
        "IMAS",
        "remote",
        "MAST-U"
      ],
      "degree": 11,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:dsi-027",
      "type": "research",
      "domain": "diagnostics",
      "label": "快离子速度空间贝叶斯层析",
      "subtitle": "",
      "description": "FIDA、CTS、NPA、γ/中子谱等只投影快离子速度空间的一部分，单诊断反演严重欠定。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "fast-ion",
        "velocity-space",
        "tomography",
        "Bayesian",
        "multi-diagnostic",
        "DG10"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-020",
      "type": "research",
      "domain": "diagnostics",
      "label": "DRESS/pydress 任意反应物分布的聚变中子谱合成",
      "subtitle": "",
      "description": "非麦克斯韦、各向异性和快离子尾会改变中子能谱，仅用温度展宽公式无法解释燃烧等离子体。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "neutron-spectrum",
        "fusion-products",
        "kinematics",
        "MAST",
        "forward-model",
        "DG9"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-016",
      "type": "research",
      "domain": "diagnostics",
      "label": "ECRad 电子回旋辐射输运与 ECE 合成诊断",
      "subtitle": "",
      "description": "高温、斜视、低光学厚度或非热电子条件下，ECE 亮温不再简单等于局部电子温度。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "ECE",
        "radiative-transfer",
        "Te",
        "microwave",
        "forward-model",
        "DG9"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:pcs-034",
      "type": "research",
      "domain": "control",
      "label": "EPICS作为聚变装置I&C与慢控制生态",
      "subtitle": "论文作者与装置团队（见原始来源） · 2026",
      "description": "统一分布式设备I/O、过程变量、状态机、报警、HMI和归档，使多供应商子系统可互操作。",
      "year": 2026,
      "evidenceLevel": "E3",
      "deploymentLevel": "D4",
      "tags": [
        "EPICS",
        "IOC",
        "PVAccess",
        "CODAC",
        "T9"
      ],
      "degree": 10,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:dsi-032",
      "type": "research",
      "domain": "diagnostics",
      "label": "FRNN 跨装置破裂风险预测",
      "subtitle": "",
      "description": "破裂前兆多变量、时间尺度不同且装置分布漂移明显；手工阈值难以兼顾提前量与误报率。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "disruption",
        "LSTM",
        "cross-machine",
        "real-time",
        "risk",
        "DG11"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-012",
      "type": "research",
      "domain": "diagnostics",
      "label": "JET 氚燃料循环在线气相色谱与物料衡算",
      "subtitle": "",
      "description": "AGHS 需分析 H/D/T、氦和含氚杂质，支持同位素分离、回收、再供给与安全物料衡算。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "gas-chromatography",
        "tritium",
        "fuel-cycle",
        "accountancy",
        "DG8"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-002",
      "type": "research",
      "domain": "diagnostics",
      "label": "JT-60SA 磁体—低温联合状态监测与失超保护调试",
      "subtitle": "",
      "description": "磁体快放电/失超既威胁线圈，也给低温回路带来瞬态热负荷和压力上升；保护阈值过于保守又造成超过一天的恢复代价。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "quench",
        "cryogenics",
        "commissioning",
        "QPC",
        "DG8"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-019",
      "type": "research",
      "domain": "diagnostics",
      "label": "NSTX-U 物理诊断与工程 EPICS 数据的统一可追溯归档",
      "subtitle": "",
      "description": "设备故障、诊断异常和 plasma event 经常共享根因；若工程 EPICS、物理诊断、视频和分析产品分散，事后无法复原。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "MDSplus",
        "EPICS",
        "provenance",
        "data-governance",
        "DG8"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:data-omas-ods",
      "type": "research",
      "domain": "ai",
      "label": "OMAS/ODS：面向 Python 的 IMAS 自适应数据层",
      "subtitle": "General Atomics / OMFIT-AToM collaboration · 2018",
      "description": "直接使用 IMAS 数据结构时，各代码可能填充不同字段、网格和派生量，仍会产生隐性点对点转换；Python 工作流需要轻量、可插值、可校验的内存对象。",
      "year": 2018,
      "evidenceLevel": "E2",
      "deploymentLevel": "D4",
      "tags": [
        "OMAS",
        "ODS",
        "Python",
        "IMAS-adapter",
        "workflow-state"
      ],
      "degree": 10,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:pdt-020",
      "type": "research",
      "domain": "diagnostics",
      "label": "SPARC 诊断电子学与部件的强场、辐照、热、真空环境资格",
      "subtitle": "",
      "description": "高场紧凑 D-T 机器的诊断需在机械冲击/振动、强磁、中子、热、真空和长距离屏蔽穿透下保持增益、噪声和真空边界。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "qualification",
        "radiation",
        "magnetic-field",
        "diagnostic-health",
        "DG8"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-014",
      "type": "research",
      "domain": "diagnostics",
      "label": "TRIPPy 环形辐射视线与反演协议",
      "subtitle": "",
      "description": "球形托卡马克和常规托卡马克的辐射通道需与磁平衡及三维容器几何一致映射。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "ray-tracing",
        "tomography",
        "equilibrium",
        "C-Mod",
        "NSTX-U",
        "DG10"
      ],
      "degree": 10,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-011",
      "type": "research",
      "domain": "diagnostics",
      "label": "聚变堆冷却水内漏的示踪气体—质量谱定位",
      "subtitle": "",
      "description": "真空室内水冷通道小泄漏难在运行后快速定位，水蒸气背景和多支路会掩盖源位置。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "water-leak",
        "tracer-gas",
        "mass-spectrometry",
        "localization",
        "DG8"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:integration-bluemira",
      "type": "research",
      "domain": "ai",
      "label": "Bluemira：面向聚变电厂的参数化多保真设计框架",
      "subtitle": "UK Atomic Energy Authority 与 Fusion Power Plant Framework community · 2023",
      "description": "聚变概念设计中 CAD、平衡、线圈、磁静力、结构、燃料、功率平衡和中子学几何往往由不同团队手工迭代，更新一个设计点需要数月。",
      "year": 2023,
      "evidenceLevel": "E1",
      "tags": [
        "design-framework",
        "CAD",
        "STEP",
        "EU-DEMO",
        "multi-fidelity"
      ],
      "degree": 9,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:dsi-010",
      "type": "research",
      "domain": "diagnostics",
      "label": "CHERAB 汤姆孙散射合成诊断模块",
      "subtitle": "",
      "description": "TS 系统设计与分析需要把激光几何、散射谱、收集光学、滤波通道和噪声共同纳入，而非只评估理想散射强度。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "Thomson-scattering",
        "synthetic-diagnostic",
        "Te",
        "ne",
        "optics",
        "DG9"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:eng-chimera-component-digital-twin",
      "type": "research",
      "domain": "ai",
      "label": "CHIMERA 聚变部件多物理虚拟试验与数字孪生",
      "subtitle": "UK Atomic Energy Authority · 2023",
      "description": "聚变包层/第一壁部件无法在单一设施中完整复现热、磁、流体和机械载荷，且高保真全系统模型无法实时运行。",
      "year": 2023,
      "evidenceLevel": "E1",
      "tags": [
        "CHIMERA",
        "多物理",
        "ROM",
        "虚拟试验",
        "传感器同化",
        "Twin Builder"
      ],
      "degree": 9,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-031",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 电流剖面—βN—NTM 集成控制与权限仲裁",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "ECCD/NBI 等执行器同时被 q/β 调节和 NTM 抑制需要，独立回路可能冲突并错过稳定性优先级。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "NTM",
        "actuator arbitration",
        "ECCD",
        "integrated control",
        "T3"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-001",
      "type": "research",
      "domain": "control",
      "label": "DIII-D Plasma Control System：可扩展多处理器实时控制平台",
      "subtitle": "论文作者与装置团队（见原始来源） · 2020",
      "description": "在同一放电中协调磁位形、垂直稳定、密度、加热、辐射、偏滤器及核心性能等多类反馈，并允许研究算法频繁迭代。",
      "year": 2020,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "PCS",
        "rtEFIT",
        "isoflux",
        "real-time",
        "T9"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:data-disruptionpy",
      "type": "research",
      "domain": "ai",
      "label": "DisruptionPy：跨装置扰动分析与 ML-ready 数据集构建框架",
      "subtitle": "MIT Plasma Science and Fusion Center、UKAEA 及 MIT PSFC Disruptions Group · 2026",
      "description": "扰动预测研究中的信号定义、物理特征提取、时间插值和数据格式长期按装置/课题组重复实现，导致跨机比较与复现困难。",
      "year": 2026,
      "evidenceLevel": "E2",
      "deploymentLevel": "D3",
      "tags": [
        "disruption",
        "multi-machine",
        "feature-engineering",
        "ML-ready",
        "FAIR"
      ],
      "degree": 9,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-023",
      "type": "research",
      "domain": "control",
      "label": "DREAM破裂与逃逸电子流体-动理学框架",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "破裂期间热、电流和逃逸电子演化跨越碰撞、输运与电路时间尺度，简单零维模型难以覆盖。",
      "year": 2021,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "T7"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-039",
      "type": "research",
      "domain": "control",
      "label": "EXL-50/EXL-50U PTEFIT快速平衡重建与反馈探索",
      "subtitle": "论文作者与装置团队（见原始来源） · 2026",
      "description": "适配球形托卡马克与非感应电流驱动场景的快速平衡重建，并为位形反馈提供低延迟状态。",
      "year": 2026,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "EXL-50",
        "EXL-50U",
        "PTEFIT",
        "preprint",
        "T0"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-036",
      "type": "research",
      "domain": "control",
      "label": "IMAS/OMAS作为控制—模拟—实验的语义交换层",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "不同代码和装置以异构命名、坐标、单位和文件组织交换平衡、剖面、执行器和放电数据，导致集成脆弱且不可追溯。",
      "year": 2025,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "IMAS",
        "OMAS",
        "IDS",
        "interoperability",
        "T9"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-010",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER 诊断残余气体分析器的燃料、氦灰与杂质监测",
      "subtitle": "",
      "description": "偏滤器/排气中的 D/T 比、He 灰和杂质既影响 plasma control，也反映真空、燃料循环和泄漏状态；单一质量谱技术在复杂混合物和强环境下可能歧义。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "mass-spectrometry",
        "fuel-ratio",
        "helium-ash",
        "vacuum",
        "DG8"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-035",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER Tokamak Systems Monitor 工程系统机器学习异常检测",
      "subtitle": "",
      "description": "ITER 将有数千个工程与运行通道，异常可能表现为未越过传统阈值的跨通道漂移、短时偏离或整脉冲模式变化，人工逐通道诊断不可扩展。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "anomaly-detection",
        "health-monitoring",
        "ITER",
        "Tokamak-Systems-Monitor",
        "engineering-health",
        "MLOps",
        "AI",
        "DG8"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-025",
      "type": "research",
      "domain": "diagnostics",
      "label": "JET 微波诊断联合贝叶斯反演",
      "subtitle": "",
      "description": "多套 ECE 与反射计对 Te/ne 的响应互相依赖，并受磁场偏差、壁反射和灵敏度校准影响。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "JET",
        "ECE",
        "reflectometry",
        "Bayesian",
        "joint-inference",
        "DG10"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:integration-mpex-ai-digital-twins",
      "type": "research",
      "domain": "ai",
      "label": "MPEX AI Digital Twins：实验—模拟—代理—智能体闭环原型",
      "subtitle": "Oak Ridge National Laboratory、PPPL 及 DOE FES/American Science Cloud/Genesis Mission 合作团队 · 2025",
      "description": "MPEX 需要在装置投运早期快速达到目标等离子体条件、评估钨材料损伤并把多物理模拟、HPC、实验数据和材料搜索连接起来。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "digital-twin",
        "agent",
        "MPEX",
        "plasma-material-interaction",
        "HPC"
      ],
      "degree": 9,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-024",
      "type": "research",
      "domain": "control",
      "label": "NSTX实时控制：GA PCS、PSRTC、rtEFIT与MDSplus",
      "subtitle": "论文作者与装置团队（见原始来源） · 2004",
      "description": "球形托卡马克需要高速电源控制、等离子体电流/位置/形状反馈和紧凑装置上的强耦合磁控制。",
      "year": 2004,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "NSTX",
        "PCS",
        "PSRTC",
        "rtEFIT",
        "T9"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:hmi-plasmax-lingshu",
      "type": "research",
      "domain": "ai",
      "label": "PlasmaX：灵枢 PCS 的可视化与 RAG 智能开发环境",
      "subtitle": "中国科学院合肥物质科学研究院等离子体物理研究所 · 2026",
      "description": "PCS 算法开发涉及复杂 XML 配置、多文件一致性、C++ 模板和装置专用知识，阻碍控制算法快速集成和验证。",
      "year": 2026,
      "evidenceLevel": "E1",
      "tags": [
        "IDE",
        "RAG",
        "code-generation",
        "EAST",
        "PCS"
      ],
      "degree": 9,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:integration-process",
      "type": "research",
      "domain": "ai",
      "label": "PROCESS：聚变电厂 systems code 与约束优化",
      "subtitle": "UK Atomic Energy Authority · 1987",
      "description": "需要在大量相互依赖的物理、磁体、热工、能量转换、建筑、可用率和经济约束下求得自洽电厂设计点。",
      "year": 1987,
      "evidenceLevel": "E1",
      "tags": [
        "systems-code",
        "DEMO",
        "STEP",
        "optimization",
        "economics"
      ],
      "degree": 9,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-007",
      "type": "research",
      "domain": "control",
      "label": "RAPTOR实时状态观测器与剖面控制链",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "电流密度、电子温度和密度剖面无法由有限诊断直接、稳定地实时获得，而剖面控制需要动态状态估计。",
      "year": 2017,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "RAPTOR",
        "profile control",
        "observer",
        "TCV",
        "T0"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-031",
      "type": "research",
      "domain": "control",
      "label": "SPARC实时控制框架neutrino与COMET闭环开发环境",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "在首等离子体前开发并测试平衡重建、形状/垂直控制、功率平衡、PFC监视和异常处置，且让同一控制代码进入仿真与未来真机。",
      "year": 2024,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "SPARC",
        "neutrino",
        "COMET",
        "HIL",
        "T9"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-023",
      "type": "research",
      "domain": "control",
      "label": "TCV RAPTOR 快速 q 剖面预测与观测器",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "电流扩散比磁形状慢但状态维度高，需在实时预算内预测 q 演化并融合有限诊断。",
      "year": 2017,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "RAPTOR",
        "q-profile",
        "observer",
        "transport",
        "T0"
      ],
      "degree": 9,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-009",
      "type": "research",
      "domain": "diagnostics",
      "label": "TEXTOR/T-10 运行中部件振动与位移测量",
      "subtitle": "",
      "description": "脉冲电磁载荷使线圈、真空室和内部部件振动，既影响结构寿命，也通过运动感生信号污染磁诊断。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "vibration",
        "displacement",
        "EMI",
        "structural-health",
        "DG8"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-004",
      "type": "research",
      "domain": "diagnostics",
      "label": "WEST 红外壁监视到射频功率退让的实时闭环",
      "subtitle": "",
      "description": "长脉冲钨环境中局部热点、弧光或对准偏差可快速损坏 PFC，需要从多相机影像识别超温并协调多个 RF 执行器。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "infrared",
        "machine-protection",
        "PFC",
        "real-time-feedback",
        "DG8"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:dsi-018",
      "type": "research",
      "domain": "diagnostics",
      "label": "XGC1—BES 全光学合成诊断",
      "subtitle": "",
      "description": "BES 测得的密度涨落会被有限束宽、寿命效应、视场重叠和光学点扩散卷积，不能直接等同于局部模拟密度。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "BES",
        "XGC1",
        "turbulence",
        "optics",
        "validation",
        "DG9"
      ],
      "degree": 9,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-008",
      "type": "research",
      "domain": "diagnostics",
      "label": "大型托卡马克真空室电磁载荷—结构位移实时降阶监测",
      "subtitle": "",
      "description": "破裂/VDE 产生的涡流和 halo current 引起真空室/支撑位移与应力，高保真 IEM+FEM 难以实时执行，稀疏传感器也无法直接覆盖全场。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "structural-health",
        "electromagnetic-load",
        "reduced-order-model",
        "real-time",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:energy-pulsed-pcs-modelica-fresa",
      "type": "research",
      "domain": "ai",
      "label": "脉冲托卡马克 PCS–熔盐储热的动态 Modelica 与多智能体优化",
      "subtitle": "University College London；UK Atomic Energy Authority · 2025",
      "description": "脉冲托卡马克 dwell 期间热源骤降会冲击透平与电网；储热虽能平滑输出却显著增加体积和成本，需要动态而非仅稳态的设计优化。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "pulsed tokamak",
        "Modelica",
        "thermal storage",
        "Rankine",
        "Fresa.jl",
        "multi-agent",
        "多目标优化"
      ],
      "degree": 8,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-024",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade/TCV RAPDENS 密度剖面观测与闭环",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "干涉仪只给线积分且可能跳周，Thomson 低频；长脉冲需要在诊断故障下仍获得核心/边缘密度并控制燃料。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "ASDEX Upgrade",
        "TCV",
        "RAPDENS",
        "density profile",
        "diagnostic failure",
        "T0"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:dsi-030",
      "type": "research",
      "domain": "diagnostics",
      "label": "BEAST/MAST 贝叶斯平衡推断与证据交叉验证",
      "subtitle": "",
      "description": "磁探针、磁通环和 MSE 可能失标或异常；单一正则化平衡不给出可靠的不确定度或坏通道诊断。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D2",
      "tags": [
        "equilibrium",
        "Bayesian",
        "sensor-health",
        "MAST",
        "MSE",
        "DG10"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:ctl-core-034",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 神经代理增强的实时电子温度剖面控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "Thomson 低频且有噪，传统运输/沉积计算过慢，控制器仍需实时估计和预测 Te(r)。",
      "year": 2025,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "Te profile",
        "observer",
        "surrogate",
        "keras2c",
        "T3"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-018",
      "type": "research",
      "domain": "control",
      "label": "DIII-D rtEFIT 实时平衡重建服务",
      "subtitle": "论文作者与装置团队（见原始来源） · 2003",
      "description": "控制器需要毫秒级 LCFS、X 点、q 和内部形状量，而离线 EFIT 计算过慢。",
      "year": 2003,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "rtEFIT",
        "MSE",
        "shared state",
        "PCS",
        "T0"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-006",
      "type": "research",
      "domain": "control",
      "label": "DIII-D rtEFIT—ISOFLUX 位置与复杂形状控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2003",
      "description": "需在 β 变化、涡流和多线圈耦合下保持 LCFS、X 点、间隙与高伸长形状，并支持多种拓扑。",
      "year": 2003,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "rtEFIT",
        "ISOFLUX",
        "shape control",
        "PCS",
        "T2"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-003",
      "type": "research",
      "domain": "diagnostics",
      "label": "EAST 超导线圈出口温度技术诊断与安全联锁",
      "subtitle": "",
      "description": "超导线圈氦/氮出口温度异常可指示冷却不足或热负荷失常，需要连续采集并在阈值越界时触发保护。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "temperature",
        "cryogenics",
        "interlock",
        "MDSplus",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-007",
      "type": "research",
      "domain": "diagnostics",
      "label": "EAST 钨偏滤器 FBG 应变—温度监测研发",
      "subtitle": "",
      "description": "偏滤器承受电磁与热机械耦合载荷，需要在强电磁环境下测量应变/温度并减少电缆数量。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "FBG",
        "strain",
        "temperature",
        "high-heat-flux",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:pcs-040",
      "type": "research",
      "domain": "control",
      "label": "EHL-2控制需求与公开证据缺口",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "为高场高性能球形托卡马克规划磁、加热、密度、MHD、壁负荷和异常处置的一体化控制，但公开技术基线仍有限。",
      "year": 2025,
      "evidenceLevel": "E0",
      "deploymentLevel": "D1",
      "tags": [
        "EHL-2",
        "evidence gap",
        "roadmap",
        "T9"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:integration-fuse-jl",
      "type": "research",
      "domain": "ai",
      "label": "FUSE.jl：融合先导电厂多保真集成设计与优化",
      "subtitle": "General Atomics / Project Torrey Pines 与合作团队 · 2024",
      "description": "传统 0D systems code 难以把等离子体、工程、控制和经济模型在统一可微/可优化工作流中自洽连接，也难以快速替换不同保真度模型。",
      "year": 2024,
      "evidenceLevel": "E1",
      "tags": [
        "systems-design",
        "multi-fidelity",
        "Julia",
        "optimization",
        "pilot-plant"
      ],
      "degree": 8,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-032",
      "type": "research",
      "domain": "control",
      "label": "GSPulse可微Grad–Shafranov脉冲设计与反馈仿真",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "传统自由边界平衡/电路仿真难以在自动微分与优化中高效求梯度，限制端到端脉冲设计和控制器联合优化。",
      "year": 2025,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "GSPulse",
        "JAX",
        "differentiable",
        "SPARC",
        "T1"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:eng-hammerhead-cooling-ml-cfd",
      "type": "research",
      "domain": "ai",
      "label": "Hammerhead：面向聚变冷却管路的开源 ML–CFD 热工水力优化环境",
      "subtitle": "Swansea University；Diamond Light Source；UKAEA · 2026",
      "description": "托卡马克冷却系统的形状参数化需要大量共轭传热 CFD，热性能和压降之间又存在多目标权衡，直接优化成本过高。",
      "year": 2026,
      "evidenceLevel": "E1",
      "tags": [
        "热工水力",
        "冷却系统",
        "OpenFOAM",
        "POD",
        "神经网络",
        "高斯过程",
        "开源"
      ],
      "degree": 8,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-02",
      "type": "research",
      "domain": "ai",
      "label": "Hybrid Deep Learner：C-Mod/DIII-D/EAST 跨机破裂预测",
      "subtitle": "MIT PSFC、DIII-D、EAST 合作团队 · 2021",
      "description": "新装置破裂样本稀少，单机监督模型往往无法迁移到不同诊断配置和运行分布。",
      "year": 2021,
      "evidenceLevel": "E2",
      "tags": [
        "C-Mod",
        "DIII-D",
        "EAST",
        "破裂预警",
        "迁移学习",
        "多尺度时序"
      ],
      "degree": 8,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:pdt-001",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER 超导磁体多通道失超探测与抗噪监视",
      "subtitle": "",
      "description": "大型超导线圈储能高，正常爬流的感应电压、强电磁噪声和长电缆可能掩盖小电阻电压；发现过迟会造成局部过热与绝缘损伤。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D3",
      "tags": [
        "quench",
        "superconducting-magnet",
        "protection",
        "noise-rejection",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:ctl-core-016",
      "type": "research",
      "domain": "control",
      "label": "ITER 分层电流—位置—形状与垂直稳定控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "燃烧阶段必须避免高温等离子体触壁，同时应对 H–L 转换、β 下降、VDE 与超导 PF/电源饱和。",
      "year": 2014,
      "evidenceLevel": "E1",
      "deploymentLevel": "D3",
      "tags": [
        "ITER",
        "vertical stabilization",
        "shape control",
        "PCSSP",
        "actuator saturation",
        "T2"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-020",
      "type": "research",
      "domain": "control",
      "label": "ITER Plasma Control System功能架构",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "燃烧等离子体控制功能高度耦合，执行器冲突、异常处理和多年分阶段开发要求系统化功能架构。",
      "year": 2014,
      "evidenceLevel": "E0",
      "deploymentLevel": "D1",
      "tags": [
        "ITER",
        "iPCS",
        "functional architecture",
        "mode selector",
        "T9"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-014",
      "type": "research",
      "domain": "diagnostics",
      "label": "JET 排气去氚系统腐蚀失效诊断与替换后运行监测",
      "subtitle": "",
      "description": "含卤素意外进入催化重组器后生成酸，造成冷凝管路点蚀和穿透失效，威胁去氚和排放边界。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "detritiation",
        "corrosion",
        "fuel-cycle",
        "condition-monitoring",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:ctl-core-020",
      "type": "research",
      "domain": "control",
      "label": "JET/托卡马克 EQUINOX 实时平衡与剖面重建",
      "subtitle": "论文作者与装置团队（见原始来源） · 2004",
      "description": "需用统一物理模型在不同托卡马克上实时识别边界和电流源项，并可逐步加入内部诊断。",
      "year": 2004,
      "evidenceLevel": "E3",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "Tore Supra",
        "EQUINOX",
        "equilibrium",
        "cross-device",
        "T0"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:phy-03",
      "type": "research",
      "domain": "ai",
      "label": "JOREK/STORM 边缘等离子体神经算子：可行性与数据效率",
      "subtitle": "UKAEA、Johannes Kepler University 等 · 2025",
      "description": "边缘/SOL 与 MHD 代码的完整时间推进代价高，而传统逐步代理在长时滚动中容易漂移。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "神经算子",
        "JOREK",
        "STORM",
        "SOL",
        "边缘等离子体",
        "多保真"
      ],
      "degree": 8,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-019",
      "type": "research",
      "domain": "control",
      "label": "KSTAR PCS升级与长脉冲高级集成控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2020",
      "description": "长脉冲高性能实验需要更多诊断、更强算力、现代DAQ、磁体/气体/加热集成及异常处理。",
      "year": 2020,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "KSTAR",
        "long pulse",
        "iPCS",
        "upgrade",
        "T9"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-024",
      "type": "research",
      "domain": "control",
      "label": "KSTAR基于DECAF实时稳定性评估的VDE方向控制与风险降低",
      "subtitle": "论文作者与装置团队（见原始来源） · 2026",
      "description": "VDE前兆跨多个事件链，单阈值无法区分可恢复异常与不可避免破裂。",
      "year": 2026,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T7"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-033",
      "type": "research",
      "domain": "control",
      "label": "MARTe2通用确定性实时执行框架",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "让实时算法、I/O、调度、网络和状态机以可配置组件组合，避免每个诊断/控制项目重复开发执行内核。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "MARTe2",
        "C++",
        "GAM",
        "real-time framework",
        "T9"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-015",
      "type": "research",
      "domain": "control",
      "label": "MAST-U Super-X 偏滤器瞬态排热闭环控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "先进偏滤器不仅要形成磁构型，还要在密度、辐射和壁相互作用扰动下维持冷却/脱靶前沿，限制靶板瞬态热负荷。",
      "year": 2025,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "MAST-U",
        "Super-X",
        "exhaust control",
        "detachment",
        "heat load",
        "T5"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-025",
      "type": "research",
      "domain": "control",
      "label": "NSTX-U控制系统升级：64位实时Linux与现代I/O",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "延长脉冲和新硬件要求替换老化并行I/O、32位OS和手工维护代码，同时保留GA PCS功能。",
      "year": 2014,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "NSTX-U",
        "RedHawk",
        "GSEvolve",
        "PCS upgrade",
        "T9"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:aux-nstx-west-icrf-ml-surrogate",
      "type": "research",
      "domain": "ai",
      "label": "NSTX/WEST ICRF 加热的 TORIC–ML 微秒级代理",
      "subtitle": "Princeton Plasma Physics Laboratory；Lawrence Berkeley National Laboratory；CEA-IRFM；MIT Plasma Science and Fusion Center · 2024",
      "description": "ICRF 全波谱求解器 TORIC 每例需约 1–5 分钟，无法进入在线场景预测、加热优化或快速 integrated modeling。",
      "year": 2024,
      "evidenceLevel": "E1",
      "tags": [
        "NSTX",
        "WEST",
        "ICRF",
        "TORIC",
        "random forest",
        "MLP",
        "surrogate",
        "open data"
      ],
      "degree": 8,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:pdt-018",
      "type": "research",
      "domain": "diagnostics",
      "label": "W7-X 超导线圈独立保护与设备状态链",
      "subtitle": "",
      "description": "五十个非平面线圈和二十个平面线圈的复杂耦合需要可靠识别失超并快速释放能量，避免级联损伤。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "quench",
        "coil-protection",
        "stellarator",
        "safety-instrumentation",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-006",
      "type": "research",
      "domain": "diagnostics",
      "label": "W7-X 长脉冲热事件自动检测与图像数据库",
      "subtitle": "",
      "description": "稳态装置无法依赖操作员持续检查大量相机画面，反射、灰尘、热点和冷却异常需要自动分型。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "infrared",
        "thermal-event",
        "long-pulse",
        "event-database",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:diagnostics:pdt-005",
      "type": "research",
      "domain": "diagnostics",
      "label": "WEST 下偏滤器 FBG 多点温度长期监测",
      "subtitle": "",
      "description": "强磁、真空和高温环境下大量热电偶布线复杂，且需要长期多点温度数据库评估 PFC 热历史。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "FBG",
        "temperature",
        "divertor",
        "long-pulse",
        "DG8"
      ],
      "degree": 8,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:pcs-027",
      "type": "research",
      "domain": "control",
      "label": "WEST等离子体控制系统集成与首轮运行",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "把Tore Supra的分散式控制迁移为适配长脉冲钨环境的统一PCS，并协调磁控制、密度、RF、壁保护和脉冲时序。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "WEST",
        "wall temperature",
        "RF",
        "long pulse",
        "T9"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-031",
      "type": "research",
      "domain": "control",
      "label": "WEST人工智能热事件实时监测",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "固定ROI和阈值难以覆盖移动、形态多变的热点和杂散热事件。",
      "year": 2025,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T0"
      ],
      "degree": 8,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:phy-02",
      "type": "research",
      "domain": "ai",
      "label": "面向 JOREK 与 MAST 观测的 Fourier Neural Operator 等离子体代理",
      "subtitle": "UKAEA、UCL、Caltech、JOREK/MAST 合作团队 · 2024",
      "description": "高保真 MHD 时空演化计算和高速相机观测预测成本高，限制了不确定性扫描、实验前预测和近实时状态推演。",
      "year": 2024,
      "evidenceLevel": "E2",
      "tags": [
        "FNO",
        "JOREK",
        "MAST",
        "MHD",
        "高速相机",
        "超分辨率"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:diagnostics:dsi-024",
      "type": "research",
      "domain": "diagnostics",
      "label": "ASDEX Upgrade 电子温度—密度集成数据分析",
      "subtitle": "",
      "description": "ECE、TS、干涉仪和锂束各有局部/积分、时空分辨和系统偏差，独立拟合会产生不一致 Te/ne 剖面。",
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "AUG",
        "IDA",
        "Te",
        "ne",
        "Bayesian",
        "DG10"
      ],
      "degree": 7,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:ctl-core-009",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade 多变量位置、形状与打击点控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2003",
      "description": "PF 线圈位于 TF 线圈外、距等离子体较远，每个线圈对多种形状量都有全局影响，同时还受电流、力和电源饱和约束。",
      "year": 2003,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "ASDEX Upgrade",
        "shape",
        "strike point",
        "MIMO",
        "DCS",
        "T2"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-009",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade Discharge Control System",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "研究装置需要频繁改变控制配置，同时必须协调实时诊断、反馈、执行器负荷分配、脉冲监督和异常处理。",
      "year": 2014,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "ASDEX Upgrade",
        "DCS",
        "segment schedule",
        "exception handling",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-007",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade杂质排热反馈与弹丸ELM节拍集成",
      "subtitle": "论文作者与装置团队（见原始来源） · 2005",
      "description": "稳态热负荷和ELM瞬态负荷需要同时降低，而杂质注入、燃料补给与弹丸节拍相互耦合。",
      "year": 2005,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-013",
      "type": "research",
      "domain": "diagnostics",
      "label": "DEMO 实时激光拉曼氚过程气体分析原型",
      "subtitle": "",
      "description": "未来燃料循环流程多、存量大，离线取样无法及时闭合动态氚账户或控制同位素分离。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "Raman",
        "tritium",
        "process-analysis",
        "accountancy",
        "DG8"
      ],
      "degree": 7,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:ctl-core-004",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 电流爬升期安全因子剖面形成控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2006",
      "description": "高 qmin 稳态场景需要在电流爬升早期形成弱反剪切/宽电流剖面；纯前馈对密度、温度和电流扩散误差敏感。",
      "year": 2006,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "q-profile",
        "ramp-up",
        "MSE",
        "rtEFIT",
        "T1"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-014",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 雪花偏滤器双零点实时控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "雪花构型的两个相近一阶零点对等离子体电流和 PF 扰动高度敏感，普通边界控制不能稳定二阶零点几何。",
      "year": 2018,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "snowflake",
        "null control",
        "divertor",
        "heat flux",
        "T2"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-002",
      "type": "research",
      "domain": "control",
      "label": "DIII-D Integrated Plasma Control：模型驱动设计—验证—部署方法",
      "subtitle": "论文作者与装置团队（见原始来源） · 2005",
      "description": "单个控制器在多执行器、多约束和异常事件下可能相互冲突，且稀缺机时不允许靠反复试错调参。",
      "year": 2005,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "IPC",
        "model-based design",
        "V&V",
        "DIII-D",
        "T8"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-034",
      "type": "research",
      "domain": "control",
      "label": "DIII-D辐射功率闭环控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "高辐射分数可降低靶板热负荷，但过强核心辐射和ELM扰动会破坏闭环。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-027",
      "type": "research",
      "domain": "control",
      "label": "DIII-D偏滤器表面热流实时估计与控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "红外热流反演通常为后处理，难以直接用于实时保护和反馈。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-011",
      "type": "research",
      "domain": "control",
      "label": "DIII-D神经网络垂直增长率估计与VDE避免",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "高伸长场景的垂直增长率难以在实时控制周期内由完整模型计算。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T7"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-006",
      "type": "research",
      "domain": "control",
      "label": "DIII-D与KSTAR自适应RMP无ELM高性能控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "RMP可抑制ELM但常牺牲约束；最优线圈谱随状态变化且试错代价高。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:data-doe-fdp",
      "type": "research",
      "domain": "ai",
      "label": "DOE Fusion Data Platform：端到端融合数据、元数据与可复现工作流平台",
      "subtitle": "U.S. Department of Energy Fusion Energy Sciences、General Atomics、PPPL 及合作机构 · 2025",
      "description": "单一档案读取工具不足以覆盖数据发现、处理、版本、溯源、策展、发布与 AI/ML 工作流复现。",
      "year": 2025,
      "evidenceLevel": "E2",
      "deploymentLevel": "D3",
      "tags": [
        "platform",
        "FAIR",
        "provenance",
        "workflow",
        "DOE"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-003",
      "type": "research",
      "domain": "control",
      "label": "EAST 1056 秒全非感应运行的零环电压与磁控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2023",
      "description": "长脉冲中磁积分器漂移、壁状态演化和电流扩散会破坏位置、形状和非感应电流平衡。",
      "year": 2023,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "EAST",
        "non-inductive",
        "zero loop voltage",
        "LHW",
        "long pulse",
        "T1"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-014",
      "type": "research",
      "domain": "control",
      "label": "EAST Plasma Control System：DIII-D PCS架构的超导长脉冲适配",
      "subtitle": "论文作者与装置团队（见原始来源） · 2008",
      "description": "为全超导、强成形EAST完成首等离子体、分流位形、电流/位置/形状和安全保护，并为长脉冲扩展。",
      "year": 2008,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "EAST",
        "PCS",
        "RFM",
        "superconducting tokamak",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:aux-east-nbi-breakdown-neural",
      "type": "research",
      "domain": "ai",
      "label": "EAST-NBI 离子源击穿预测与参数匹配的 SOM/BP 神经网络",
      "subtitle": "Institute of Plasma Physics, Chinese Academy of Sciences；University of Science and Technology of China · 2021",
      "description": "EAST 中性束离子源参数失配会导致引出过程击穿，损伤离子源并限制长脉冲高功率运行；传统 snubber 只能减轻电源损伤，不能预防事件。",
      "year": 2021,
      "evidenceLevel": "E2",
      "tags": [
        "EAST",
        "NBI",
        "ion source",
        "breakdown",
        "SOM",
        "BP neural network",
        "OPTICS",
        "predictive maintenance"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-015",
      "type": "research",
      "domain": "control",
      "label": "EAST稳态高级运行升级：打击点、漂移补偿与诊断自检",
      "subtitle": "论文作者与装置团队（见原始来源） · 2013",
      "description": "长脉冲放大磁积分漂移和传感器故障影响，并要求稳定打击点、位形、密度和辐射边界。",
      "year": 2013,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "EAST",
        "long pulse",
        "strike point",
        "drift compensation",
        "T8"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-017",
      "type": "research",
      "domain": "diagnostics",
      "label": "EU-DEMO 能量转换与 BOP 状态监测的公开证据缺口",
      "subtitle": "",
      "description": "脉冲聚变热源通过 PHTS、储能、蒸汽发生器、汽轮机/发电机转换为电力；转子振动、轴承、阀门、换热器污堵、热应力和效率退化需要监测，但当前没有运行中的聚变电厂验证。",
      "evidenceLevel": "E0",
      "deploymentLevel": "D1",
      "tags": [
        "BOP",
        "power-conversion",
        "evidence-gap",
        "condition-monitoring",
        "DG8"
      ],
      "degree": 7,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:data-fair-mast",
      "type": "research",
      "domain": "ai",
      "label": "FAIR-MAST：面向开放 AI/ML 的 MAST 数据管理系统",
      "subtitle": "UKAEA、STFC Hartree Centre 与 MAST Team · 2024",
      "description": "传统 MAST 档案对外部数据科学团队不易检索和批量访问，难以直接支撑可复现 AI/ML。",
      "year": 2024,
      "evidenceLevel": "E2",
      "deploymentLevel": "D4",
      "tags": [
        "FAIR",
        "MAST",
        "Zarr",
        "S3",
        "open-data"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:integration-faroes",
      "type": "research",
      "domain": "ai",
      "label": "FAROES：基于 OpenMDAO 的可导聚变 systems code",
      "subtitle": "Princeton University / PPPL collaboration · 2022",
      "description": "需要在反应堆几何、等离子体性能、热负荷和成本之间做梯度优化，并分析如正/负三角度等设计选择的系统级经济影响。",
      "year": 2022,
      "evidenceLevel": "E1",
      "tags": [
        "OpenMDAO",
        "systems-code",
        "LCOE",
        "negative-triangularity",
        "not-public"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-010",
      "type": "research",
      "domain": "control",
      "label": "Fenix飞行模拟器：AUG控制开发的闭环Plant模型",
      "subtitle": "论文作者与装置团队（见原始来源） · 2011",
      "description": "在不占用机时、不危及装置的情况下测试放电计划、磁/性能控制和异常处理。",
      "year": 2011,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "Fenix",
        "ASTRA",
        "SPIDER",
        "Simulink",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-040",
      "type": "research",
      "domain": "control",
      "label": "ITER 非线性燃烧控制与自适应执行器分配",
      "subtitle": "论文作者与装置团队（见原始来源） · 2022",
      "description": "alpha 自加热使温度—密度动力学强非线性，燃料和加热执行器有延迟/饱和且模型不确定。",
      "year": 2022,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "ITER",
        "burn control",
        "D-T fueling",
        "adaptive allocation",
        "alpha heating",
        "T6"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:pdt-016",
      "type": "research",
      "domain": "diagnostics",
      "label": "ITER 冷却水系统的热工、水化学、氚与环境排放监测",
      "subtitle": "",
      "description": "多级闭式换热和开放式排热系统需监视巨大流量、温压、水化学与氚，既保障设备冷却也满足环境排放边界。",
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "cooling-water",
        "water-chemistry",
        "tritium",
        "environmental-monitoring",
        "DG8"
      ],
      "degree": 7,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:control:pcs-023",
      "type": "research",
      "domain": "control",
      "label": "ITER CODAC Core System：装置I&C标准底座",
      "subtitle": "论文作者与装置团队（见原始来源） · 2026",
      "description": "220个plant I&C系统和分布式供应商需要统一开发、接口、监控、归档和生命周期标准。",
      "year": 2026,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "ITER",
        "CODAC",
        "EPICS",
        "plant I&C",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-030",
      "type": "research",
      "domain": "control",
      "label": "J-TEXT实时框架（JRTF）与中央控制集成",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "把多源诊断、实时算法、控制输出、放电时序和数据归档连接起来，降低新增反馈实验的集成成本。",
      "year": 2018,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "J-TEXT",
        "JRTF",
        "EPICS",
        "real-time data",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-011",
      "type": "research",
      "domain": "control",
      "label": "JET Real-Time Central Controller与实时数据网络",
      "subtitle": "论文作者与装置团队（见原始来源） · 2000",
      "description": "把多种实时诊断与NBI、ICRH、LHCD、加料和颗粒注入连接起来，完成β、剖面、辐射、约束和MHD等实验反馈。",
      "year": 2000,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "RTCC",
        "RTDN",
        "PPCC",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-012",
      "type": "research",
      "domain": "control",
      "label": "JET WALLS—VTM—RTPS：等离子体壁负荷监测与协调终止",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "ITER-like Be/W壁在高功率及DT工况中可能过热，红外相机又可能受中子影响，需要模型和测量冗余及协调脉冲终止。",
      "year": 2014,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "WALLS",
        "RTPS",
        "VTM",
        "thermal protection",
        "T7"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-008",
      "type": "research",
      "domain": "control",
      "label": "JET增强垂直稳定系统首等离子体运行",
      "subtitle": "论文作者与装置团队（见原始来源） · 2011",
      "description": "高伸长等离子体垂直不稳定增长快，升级后需要更强的径向场放大器与可靠保护链。",
      "year": 2011,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T2"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-048",
      "type": "research",
      "domain": "control",
      "label": "JT-60SA磁体电源监督与保护控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "超导/快速磁体电源数量多、能量大，需统一放电序列、电流控制、数据和人员/机器保护。",
      "year": 2024,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T7"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-028",
      "type": "research",
      "domain": "control",
      "label": "JT-60SA中央控制、实时等离子体控制与保护分层",
      "subtitle": "论文作者与装置团队（见原始来源） · 2023",
      "description": "在日欧共同建设的大型超导装置中统一脉冲编排、磁/动理学控制、设备联锁与机器保护，同时允许分阶段commissioning。",
      "year": 2023,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "JT-60SA",
        "central control",
        "DINA",
        "interlock",
        "T8"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:dg2-007",
      "type": "research",
      "domain": "diagnostics",
      "label": "LIDAR汤姆逊散射：JET长光程电子剖面",
      "subtitle": "",
      "description": "在大尺寸装置用飞行时间区分径向位置，减少分布式真空内接收光学。",
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "LIDAR",
        "JET",
        "time-of-flight",
        "electron-profile",
        "DG2"
      ],
      "degree": 7,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:hmi-llnl-mada",
      "type": "research",
      "domain": "ai",
      "label": "MADA：惯性聚变靶设计的多智能体设计助手",
      "subtitle": "Lawrence Livermore National Laboratory · 2025",
      "description": "高能量密度与惯性聚变靶丸的几何设计、输入卡生成、高保真模拟调度和反设计高度依赖少数专家，并需要在 HPC 上运行大量多物理计算。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "agent",
        "ICF",
        "inverse-design",
        "HPC",
        "human-in-the-loop"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:data-mast-open-data-service",
      "type": "research",
      "domain": "ai",
      "label": "MAST Open Data Service：面向跨机机器学习的开放数据服务演进",
      "subtitle": "UKAEA、STFC、ORNL 与国际 MAST/JET 合作团队 · 2025",
      "description": "机器学习需要比单次信号读取更高吞吐的开放服务，并需要让 MAST、MAST-U、JET 数据逐步进入统一可检索、可复用管线。",
      "year": 2025,
      "evidenceLevel": "E2",
      "deploymentLevel": "D4",
      "tags": [
        "open-data-service",
        "ML-pipeline",
        "MAST-U",
        "JET",
        "throughput"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-011",
      "type": "research",
      "domain": "control",
      "label": "MAST rtEFIT 实时磁形状控制链",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "仅凭中平面 Dα 光学相机只能控制外半径，无法为 MAST-U Super-X 等复杂偏滤器构型提供完整边界/X 点控制。",
      "year": 2014,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "MAST",
        "MAST-U",
        "rtEFIT",
        "FIESTA",
        "CREATE-L",
        "T2"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:integration-openmdao",
      "type": "research",
      "domain": "ai",
      "label": "OpenMDAO：聚变多学科分析与优化的通用使能框架",
      "subtitle": "NASA Glenn Research Center 与 OpenMDAO community · 2012",
      "description": "跨学科系统模型包含强耦合、隐式方程和高维设计变量，若无统一计算图、导数和求解器接口，优化成本过高。",
      "year": 2012,
      "evidenceLevel": "E1",
      "tags": [
        "MDO",
        "optimization-framework",
        "derivatives",
        "surrogate-integration",
        "NASA"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:integration-powerbalance",
      "type": "research",
      "domain": "ai",
      "label": "Power Balance Models：托卡马克全厂动态净电功率模型",
      "subtitle": "UK Atomic Energy Authority · 2023",
      "description": "聚变电厂净输出取决于磁体、低温、加热与电流驱动、真空、燃料循环等厂用负荷和热—电转换的动态耦合，0D 静态指标无法反映脉冲和启动过程。",
      "year": 2023,
      "evidenceLevel": "E1",
      "tags": [
        "power-balance",
        "Modelica",
        "STEP",
        "balance-of-plant",
        "dynamic-model"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:phy-01",
      "type": "research",
      "domain": "ai",
      "label": "QLKNN：QuaLiKiz 湍流输运神经网络代理",
      "subtitle": "DIFFER、CEA、EPFL、UKAEA、JET/QuaLiKiz 团队 · 2020",
      "description": "QuaLiKiz 等准线性湍流输运模型在集成输运模拟、场景优化和控制设计中仍过于昂贵，难以进行大量参数扫描或实时预测。",
      "year": 2020,
      "evidenceLevel": "E2",
      "tags": [
        "湍流输运",
        "代理模型",
        "JET",
        "JINTRAC",
        "RAPTOR",
        "QuaLiKiz"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:ctl-01",
      "type": "research",
      "domain": "ai",
      "label": "TCV DeepMind 深度强化学习磁控制",
      "subtitle": "Google DeepMind、EPFL Swiss Plasma Center · 2022",
      "description": "传统磁控制需要针对不同等离子体形状逐项建模和调参，难以用统一控制器处理多线圈、多目标和新形状。",
      "year": 2022,
      "evidenceLevel": "E4",
      "tags": [
        "TCV",
        "强化学习",
        "磁控制",
        "sim-to-real",
        "等离子体形状",
        "实时控制"
      ],
      "degree": 7,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-020",
      "type": "research",
      "domain": "control",
      "label": "TCV SAMONE 实时异常监督与执行器管理",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "高级控制器会争用ECH、气体和磁执行器；诊断或执行器异常时需要按等离子体状态安全切换目标、限制和终止策略。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "SAMONE",
        "supervisory control",
        "actuator management",
        "T8"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-005",
      "type": "research",
      "domain": "control",
      "label": "TCV数字实时控制系统：Simulink自动代码生成与MARTe2全机运行",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "支持高度灵活的位形、16个PF线圈、多套EC执行器、动理学观测器和研究算法，同时保持可测试和确定性运行。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "MARTe2",
        "Simulink",
        "10 kHz",
        "MDSplus",
        "T9"
      ],
      "degree": 7,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:diagnostics:dsi-026",
      "type": "research",
      "domain": "diagnostics",
      "label": "Tomotok 辐射层析 Python 工具包",
      "subtitle": "",
      "description": "不同装置辐射层析需要可复用的几何接口、多个正则化算法和一致基准，而不是不可维护的单次脚本。",
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "tomography",
        "radiation",
        "regularisation",
        "Python",
        "COMPASS",
        "DG10"
      ],
      "degree": 7,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "research:ai:eng-remote-handling-fmu-surrogates",
      "type": "research",
      "domain": "ai",
      "label": "核/聚变遥操作机器人的 ML 代理 FMU 组件库方法",
      "subtitle": "VTT Technical Research Centre of Finland · 2025",
      "description": "聚变远程维护机器人结构部件的 FEA 计算太慢且工具异构，难以嵌入系统级设计、预测控制与状态监测。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "遥操作",
        "机器人",
        "FMU",
        "FMI",
        "FEA",
        "代理模型"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:eng-tbr-fast-regression",
      "type": "research",
      "domain": "ai",
      "label": "聚变堆氚增殖比 Monte Carlo 模型的快速回归代理",
      "subtitle": "University College London；UK Atomic Energy Authority · 2023",
      "description": "氚增殖比（TBR）对包层材料与几何高度敏感，而 Monte Carlo 中子学评估太慢，难以嵌入系统级优化和自适应采样。",
      "year": 2023,
      "evidenceLevel": "E1",
      "tags": [
        "中子学",
        "TBR",
        "ANN",
        "Monte Carlo",
        "自适应采样"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:hmi-foundation-model-visual-logbook-concept",
      "type": "research",
      "domain": "ai",
      "label": "实验聚变基础模型与自动视觉日志：概念路线",
      "subtitle": "Princeton Plasma Physics Laboratory · 2025",
      "description": "融合实验的视觉诊断、事件链和操作日志尚未被统一的预训练模型利用，炮间分析与场景规划仍高度依赖人工。",
      "year": 2025,
      "evidenceLevel": "E0",
      "tags": [
        "perspective",
        "visual-logbook",
        "foundation-model",
        "scenario-planning",
        "concept"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:eng-liquid-metal-blanket-mhd-surrogates",
      "type": "research",
      "domain": "ai",
      "label": "液态金属聚变包层 MHD 流动的稀疏网格、PCE 与高斯过程代理",
      "subtitle": "University of California, Los Angeles 等液态金属包层研究团队 · 2025",
      "description": "强磁场下液态金属包层的 MHD 流动高保真计算昂贵，限制参数扫描、不确定性量化与设计优化。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "MHD",
        "液态金属包层",
        "高斯过程",
        "多项式混沌",
        "不确定性量化"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:eng-pinn-neutronics-heating-temperature",
      "type": "research",
      "domain": "ai",
      "label": "中子体积加热驱动真空室温度场的物理信息神经网络代理",
      "subtitle": "University of Manchester · 2025",
      "description": "聚变真空室与包层设计需要把中子学体积热源传递到热分析，但大规模设计空间下耦合求解成本高。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "中子加热",
        "温度场",
        "PINN",
        "真空室",
        "多物理耦合"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-038",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade弹丸反馈高密度高约束场景",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "反应堆相关高密度需把粒子送入核心，同时避免边缘密度和辐射破坏约束。",
      "year": 2018,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-028",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade氮注入偏滤器功率负荷反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2010",
      "description": "钨偏滤器在高加热功率下需要常规化降低靶板功率，同时维持核心性能。",
      "year": 2010,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:energy-cfetr-sco2-genetic-optimization",
      "type": "research",
      "domain": "ai",
      "label": "CFETR 双热源 sCO₂ Brayton 能量链的遗传算法与多准则优化",
      "subtitle": "Institute of Plasma Physics, Chinese Academy of Sciences；University of Science and Technology of China · 2023",
      "description": "CFETR 脉冲运行且包层、偏滤器出口温度不同，需在热效率、火用效率、设备复杂度和单位产品成本之间寻找可行的热—电转换方案。",
      "year": 2023,
      "evidenceLevel": "E1",
      "tags": [
        "CFETR",
        "sCO2",
        "Brayton",
        "储热",
        "遗传算法",
        "火用经济",
        "多准则优化"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-030",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 低 NBI 转矩下 q0 与 βN 同步调节",
      "subtitle": "论文作者与装置团队（见原始来源） · 2023",
      "description": "反应堆低转矩条件下仍需维持 q0 和 βN，同时避免通过共/反向 NBI 引入净转矩。",
      "year": 2023,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "q0",
        "betaN",
        "low torque",
        "NBI",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-038",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 数据驱动剖面预测与 MPC",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "高维多剖面运输求解过慢，操作者难实时探索 NBI/ECH/气体/Ip 对未来状态的组合影响。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "profile predictor",
        "MPC",
        "neural network",
        "open code",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:ctl-05",
      "type": "research",
      "domain": "ai",
      "label": "DIII-D 数据驱动剖面预测与有限动作集 MPC 实时基础设施",
      "subtitle": "Columbia University、General Atomics、PlasmaControl 等 · 2023",
      "description": "离线训练的高维剖面动力学模型难以可靠地接入装置 PCS，并在硬实时约束下转化为可审计控制动作。",
      "year": 2023,
      "evidenceLevel": "E4",
      "tags": [
        "DIII-D",
        "MPC",
        "剖面控制",
        "PCS",
        "Keras2C",
        "NBI"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-036",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 旋转与储能同步反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2007",
      "description": "NBI 同时注入热量和转矩，独立能量/旋转回路强耦合；需利用共/反向束解耦。",
      "year": 2007,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "rotation",
        "stored energy",
        "MIMO",
        "co-counter NBI",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:ctl-03",
      "type": "research",
      "domain": "ai",
      "label": "DIII-D/KSTAR 机器学习辅助自适应 RMP 无 ELM 控制",
      "subtitle": "PPPL、General Atomics、Korea Institute of Fusion Energy 等 · 2024",
      "description": "谐振磁扰动可抑制 ELM，但固定线圈设置常以约束性能为代价，需要随等离子体状态自适应优化。",
      "year": 2024,
      "evidenceLevel": "E4",
      "tags": [
        "DIII-D",
        "KSTAR",
        "RMP",
        "ELM",
        "自适应控制",
        "边界稳定性"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-004",
      "type": "research",
      "domain": "control",
      "label": "DIII-D电阻壁模磁反馈稳定",
      "subtitle": "论文作者与装置团队（见原始来源） · 2002",
      "description": "在无壁极限以上，低旋转等离子体可能受n=1电阻壁模限制。",
      "year": 2002,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-036",
      "type": "research",
      "domain": "control",
      "label": "DIII-D可变束能量下的储能与旋转反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "束能量和perveance改变加热、扭矩与快离子损失，多束执行器需要在约束下分配。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T6"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-017",
      "type": "research",
      "domain": "control",
      "label": "DIII-D深度强化学习撕裂不稳定性规避",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "与其在大磁岛形成后高成本抑制，不如提前预测风险并调整运行轨迹。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-014",
      "type": "research",
      "domain": "control",
      "label": "DIII-D实时随机森林破裂预测器",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "把离线预测器压缩为确定性实时服务，并在装置计算预算内保持可解释特征链。",
      "year": 2019,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-026",
      "type": "research",
      "domain": "control",
      "label": "DIII-D与EAST多杂质脱靶反馈比较",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "不同杂质和诊断指标对脱靶起始、深度及核心污染的灵敏度不同。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-007",
      "type": "research",
      "domain": "control",
      "label": "EAST GPU P-EFIT 与 ISOFLUX 形状闭环",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "33×33 简化 RT-EFIT 难兼顾速度和空间分辨率，长脉冲又要求可靠的实时边界/X 点输出。",
      "year": 2018,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "EAST",
        "P-EFIT",
        "GPU",
        "ISOFLUX",
        "POINT",
        "T2"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-019",
      "type": "research",
      "domain": "control",
      "label": "EAST POINT 约束 P-EFIT 的实时电流与 q 剖面重建",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "仅用外部磁测量难可靠识别内部电流/q 剖面，制约先进场景闭环。",
      "year": 2018,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "EAST",
        "POINT",
        "P-EFIT",
        "q-profile",
        "Faraday rotation",
        "T0"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-032",
      "type": "research",
      "domain": "control",
      "label": "EAST q 剖面与储能鲁棒控制设计",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "电子温度、电阻率和非感应电流模型与实验存在显著偏差，直接按名义模型设计 q+能量控制可能失稳。",
      "year": 2019,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "EAST",
        "q-profile",
        "energy",
        "robust control",
        "H-infinity",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:eng-eudemo-magnet-made-ann",
      "type": "research",
      "domain": "ai",
      "label": "EU-DEMO 中心螺线管预设计的 MADE 数据与神经网络代理",
      "subtitle": "University of Padova；EU-DEMO 磁体设计研究团队 · 2025",
      "description": "EU-DEMO 超导磁体预定尺寸需要反复扫描满足电磁—机械约束的庞大设计空间，传统 MADE 扫描难以支持快速正向、逆向和跨学科迭代。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "电磁",
        "超导磁体",
        "结构约束",
        "ANN",
        "逆设计",
        "EU-DEMO"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-01",
      "type": "research",
      "domain": "ai",
      "label": "FRNN：DIII-D/JET 跨装置深度学习破裂预警",
      "subtitle": "Princeton/PPPL、General Atomics、JET/UKAEA 等 · 2019",
      "description": "破裂前兆跨越多时间尺度和多诊断信号，手工阈值难以在保持提前量的同时兼顾漏报与误报。",
      "year": 2019,
      "evidenceLevel": "E2",
      "tags": [
        "FRNN",
        "DIII-D",
        "JET",
        "破裂预警",
        "跨装置迁移",
        "LSTM"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-013",
      "type": "research",
      "domain": "control",
      "label": "FRNN跨装置深度学习破裂预测",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "破裂样本稀少且装置分布不同，传统阈值难以同时获得高召回、低误报和足够预警时间。",
      "year": 2019,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:hmi-fusion-operational-copilot",
      "type": "research",
      "domain": "ai",
      "label": "Fusion Operational Copilot：基于实验日志的托卡马克 RAG 助手",
      "subtitle": "Carnegie Mellon University、PPPL、MIT PSFC、Princeton University · 2023",
      "description": "实验 session leader 必须在有限的 between-shot 时间内检索历史日志、理解装置状态并制定下一炮计划；关键词检索无法利用操作日志语义。",
      "year": 2023,
      "evidenceLevel": "E2",
      "tags": [
        "RAG",
        "copilot",
        "shot-log",
        "DIII-D",
        "human-in-the-loop"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-11",
      "type": "research",
      "domain": "ai",
      "label": "FusionMAE：HL-3 多诊断自监督预训练基础模型",
      "subtitle": "核工业西南物理研究院、HL-3、清华/SUNIST-2 等合作团队 · 2026",
      "description": "聚变诊断多、采样异构、缺测普遍，针对每一任务单独训练模型造成接口碎片化，缺少可复用的等离子体状态表征。",
      "year": 2026,
      "evidenceLevel": "E2",
      "tags": [
        "HL-3",
        "SUNIST-2",
        "基础模型",
        "masked autoencoder",
        "多模态诊断",
        "自监督学习"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-029",
      "type": "research",
      "domain": "control",
      "label": "HL-2M新型等离子体控制系统",
      "subtitle": "论文作者与装置团队（见原始来源） · 2023",
      "description": "为HL-2M建立可扩展的磁控制平台，兼顾毫秒级一般控制与快速垂直稳定，并复用成熟PCS工程组织。",
      "year": 2023,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "HL-2M",
        "GA PCS",
        "RFM",
        "vertical control",
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:aux-east-intellimik-quench",
      "type": "research",
      "domain": "ai",
      "label": "IntelliMIK：EAST 超导磁体神经网络感应电压补偿与失超检测",
      "subtitle": "Hefei Institutes of Physical Science, Chinese Academy of Sciences；University of Science and Technology of China · 2025",
      "description": "CS/PF 电流、等离子体和真空室涡流耦合产生 kV 级感应电压，传统 CWW+MIK 补偿后峰值噪声仍可能越过 500 mV/1 s 失超阈值并误判，HTS 的更低阈值使问题加剧。",
      "year": 2025,
      "evidenceLevel": "E3",
      "tags": [
        "EAST",
        "superconducting magnet",
        "quench",
        "IntelliMIK",
        "neural network",
        "induced voltage",
        "real-time"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-001",
      "type": "research",
      "domain": "control",
      "label": "ITER 电流爬升阶段的 DINA 分层磁控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2010",
      "description": "在强真空室涡流、PF/CS 电压与电流约束以及垂直不稳定并存时，使等离子体电流、形状和位置从击穿后阶段连续过渡到平顶。",
      "year": 2010,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "ITER",
        "DINA",
        "current ramp-up",
        "PF/CS",
        "vertical stabilization",
        "T1"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-042",
      "type": "research",
      "domain": "control",
      "label": "ITER 研究运行初期的加热与燃料执行器管理",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "ITER SRO 同时有能量、q>1/锯齿、NTM、密度和脱靶任务；48 个 gyrotron、9 个镜面、60 个气阀和 4 个颗粒器不能静态绑定。",
      "year": 2025,
      "evidenceLevel": "E1",
      "deploymentLevel": "D3",
      "tags": [
        "ITER",
        "SRO",
        "actuator management",
        "gyrotrons",
        "pellets",
        "gas valves",
        "T8"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-041",
      "type": "research",
      "domain": "control",
      "label": "ITER H&CD 混合整数实时执行器分配",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "有限的 EC/IC/NBI 被加热、q、锯齿和 NTM 等任务共享，优先级和可用性会在放电中改变。",
      "year": 2017,
      "evidenceLevel": "E1",
      "deploymentLevel": "D3",
      "tags": [
        "ITER",
        "actuator allocation",
        "MIQP",
        "H&CD",
        "priorities",
        "T8"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-046",
      "type": "research",
      "domain": "control",
      "label": "ITER PCSSP异常处理事件生成与仿真",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "ITER异常组合数量大，必须在上机前验证诊断、控制、联锁和执行器的时序交互。",
      "year": 2014,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-021",
      "type": "research",
      "domain": "control",
      "label": "ITER Plasma Control System Simulation Platform（PCSSP）",
      "subtitle": "论文作者与装置团队（见原始来源） · 2015",
      "description": "ITER放电昂贵且数量有限，控制功能、架构、异常策略和脉冲计划必须在执行前系统仿真。",
      "year": 2015,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "ITER",
        "PCSSP",
        "Simulink",
        "exception simulation",
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:aux-iter-tsm-ml-anomaly",
      "type": "research",
      "domain": "ai",
      "label": "ITER Tokamak Systems Monitor 的统一机器学习异常检测模块",
      "subtitle": "ITER Organization；General Atomics；VERSE EUROPA · 2026",
      "description": "ITER 工程系统将产生数千通道信号，漂移和组合异常可能不越过传统阈值，人工跨系统监视难以扩展。",
      "year": 2026,
      "evidenceLevel": "E1",
      "tags": [
        "ITER",
        "TSM",
        "anomaly detection",
        "gyrotron",
        "magnet power supply",
        "CINN",
        "MLOps",
        "CODAC"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-047",
      "type": "research",
      "domain": "control",
      "label": "ITER等离子体控制系统异常处理分层架构",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "异常可来自诊断、执行器、等离子体和工厂系统，需要明确本地控制、监督控制、联锁/保护的权限边界。",
      "year": 2017,
      "evidenceLevel": "E0",
      "deploymentLevel": "D1",
      "tags": [
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-040",
      "type": "research",
      "domain": "control",
      "label": "ITER非线性燃烧控制一维仿真",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "自加热D-T等离子体存在热失控、氦灰积累和燃料/加热强耦合，零维控制器需在更高维模型上验证。",
      "year": 2025,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "T6"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-022",
      "type": "research",
      "domain": "control",
      "label": "ITER碎裂弹丸注入破裂缓解系统",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "ITER储能和电流使未缓解破裂不可接受，需要在检测后极短时间向等离子体注入足够材料。",
      "year": 2024,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-010",
      "type": "research",
      "domain": "control",
      "label": "JET 极限形状控制器 XSC",
      "subtitle": "论文作者与装置团队（见原始来源） · 2005",
      "description": "高三角度、高伸长与靠壁场景中，传统少量形状量控制难以充分利用 PF 能力并避免线圈饱和。",
      "year": 2005,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "XSC",
        "SVD",
        "extreme shape",
        "PF coils",
        "T2"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-025",
      "type": "research",
      "domain": "control",
      "label": "JET LHCD 非感应电流与离轴电流分布反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 1998",
      "description": "预编程 LHCD 波形随等离子体条件变化而失配，难重复获得非感应电流和反剪切剖面。",
      "year": 1998,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "LHCD",
        "loop voltage",
        "current moment",
        "non-inductive",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-013",
      "type": "research",
      "domain": "control",
      "label": "JET RTCC的MARTe2增强原型",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "RTCC长期扩展后容量与可维护性受限，需要在不破坏实验灵活性的前提下增加实时算力和组件化能力。",
      "year": 2021,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "JET",
        "MARTe2",
        "modernization",
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-045",
      "type": "research",
      "domain": "control",
      "label": "JET实时保护序列器RTPS",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "ITER-like wall对等离子体接触、加热和异常形状敏感，需要高于单回路的集中保护协调。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D5",
      "tags": [
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-037",
      "type": "research",
      "domain": "control",
      "label": "JT-60U 储能反馈与高性能场景稳定",
      "subtitle": "论文作者与装置团队（见原始来源） · 2003",
      "description": "中子率受密度/温度剖面和杂质影响，未必是可靠稳定性代理；需要更直接控制 MHD 相关总储能。",
      "year": 2003,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JT-60U",
        "stored energy",
        "beta",
        "NBI",
        "performance control",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-008",
      "type": "research",
      "domain": "control",
      "label": "KSTAR 快—慢分频垂直稳定控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "超导 PF 线圈不能快速抑制高伸长等离子体垂直不稳定，早期两磁探针估计噪声又限制反馈增益。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "KSTAR",
        "vertical control",
        "IVC",
        "frequency separation",
        "superconducting PF",
        "T2"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-022",
      "type": "research",
      "domain": "control",
      "label": "KSTAR 实时 MSE 电流/q 剖面测量链",
      "subtitle": "论文作者与装置团队（见原始来源） · 2012",
      "description": "仅靠外部磁测量不能约束核心 q，必须把 MSE 偏振角稳定、快速地送入实时平衡/剖面控制。",
      "year": 2012,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "KSTAR",
        "MSE",
        "q-profile",
        "diagnostics",
        "state estimation",
        "T0"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-021",
      "type": "research",
      "domain": "control",
      "label": "KSTAR 有限电流元实时边界重建",
      "subtitle": "论文作者与装置团队（见原始来源） · 2007",
      "description": "KSTAR 形状控制需在有限磁测量、涡流和测量噪声下快速识别边界，并指导诊断布置。",
      "year": 2007,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "KSTAR",
        "FCE",
        "boundary reconstruction",
        "diagnostic design",
        "noise",
        "T0"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-018",
      "type": "research",
      "domain": "control",
      "label": "KSTAR Day-One PCS：RFM集群与DIII-D PCS软件",
      "subtitle": "论文作者与装置团队（见原始来源） · 2009",
      "description": "为超导KSTAR首等离子体提供可靠实时电流、位置、线圈和放电控制，并建立可扩展基础。",
      "year": 2009,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "KSTAR",
        "PCS",
        "RFM",
        "Day-One",
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-026",
      "type": "research",
      "domain": "control",
      "label": "MAST Upgrade Plasma Control System",
      "subtitle": "论文作者与装置团队（见原始来源） · 2020",
      "description": "MAST-U多PF线圈和11组气阀使形状参数与执行器强耦合，还需支持Super-X、脱靶和壁负荷实验。",
      "year": 2020,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "MAST-U",
        "GA PCS",
        "Super-X",
        "gas control",
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-038",
      "type": "research",
      "domain": "control",
      "label": "MEQ实时平衡重建、前馈与磁控制工具箱",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "以统一、可测试代码支持离线/实时平衡、线圈—等离子体响应和磁控制设计，缩短从分析到PCS部署的距离。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "MEQ",
        "LIUQE",
        "FBT",
        "TCV",
        "T0"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-039",
      "type": "research",
      "domain": "control",
      "label": "NSTX-U 非感应维持场景的模型式反馈设计",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "NSTX-U 稳态目标需在高自举电流、NBI 电流驱动与 β/稳定性约束下维持电流和压力状态。",
      "year": 2017,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "NSTX-U",
        "TRANSP",
        "non-inductive",
        "NBI",
        "scenario control",
        "T6"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-035",
      "type": "research",
      "domain": "control",
      "label": "NSTX-U实时辐射偏滤器反馈开发",
      "subtitle": "论文作者与装置团队（见原始来源） · 2016",
      "description": "NSTX-U高功率密度要求实时辨识偏滤器辐射区并规划反馈接口。",
      "year": 2016,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T5"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-049",
      "type": "research",
      "domain": "control",
      "label": "NSTX快离子相空间工程控制MHD稳定性",
      "subtitle": "论文作者与装置团队（见原始来源） · 2011",
      "description": "高能离子既提供加热和电流驱动，也可驱动Alfvén本征模并导致快离子损失。",
      "year": 2011,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "T4"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:ctl-08",
      "type": "research",
      "domain": "ai",
      "label": "PACMAN：DIII-D 集成 AI 实时控制架构",
      "subtitle": "General Atomics、Princeton/PPPL、Columbia 等 DIII-D 团队 · 2025",
      "description": "多个 AI 预测器、控制器和诊断预处理链各自为政，缺少可在同一 PCS 中组合、监视和快速实验的运行架构。",
      "year": 2025,
      "evidenceLevel": "E4",
      "tags": [
        "DIII-D",
        "PACMAN",
        "集成控制",
        "实时 AI",
        "PCS",
        "多模型编排"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-017",
      "type": "research",
      "domain": "control",
      "label": "PCS-SDP：CFETR/EAST可视化控制算法开发平台",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "PCS算法接入需要手工处理数据结构、波形、接口、编译和链接，难以规模化管理多团队贡献。",
      "year": 2021,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "PCS-SDP",
        "CFETR",
        "EAST",
        "code generation",
        "T9"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:phy-07",
      "type": "research",
      "domain": "ai",
      "label": "PORTALS：以高斯过程代理优化高保真核心输运通量匹配",
      "subtitle": "MIT PSFC、General Atomics、UC San Diego 等 · 2024",
      "description": "直接以 CGYRO/NEO 等高保真模型进行多通道稳态通量匹配需要大量昂贵调用，常规迭代难以承受。",
      "year": 2024,
      "evidenceLevel": "E2",
      "tags": [
        "PORTALS",
        "CGYRO",
        "NEO",
        "高斯过程",
        "贝叶斯优化",
        "通量匹配"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-07",
      "type": "research",
      "domain": "ai",
      "label": "RTCAKENN：DIII-D 实时动力学剖面重建",
      "subtitle": "General Atomics、Princeton/PPPL 等 · 2024",
      "description": "高质量 CAKE 动力学重建依赖离线多诊断分析且延迟高，实时控制需要快速、能容忍部分诊断缺失的剖面。",
      "year": 2024,
      "evidenceLevel": "E3",
      "tags": [
        "DIII-D",
        "CAKE",
        "剖面重建",
        "实时诊断",
        "PCS",
        "输入缺失"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-012",
      "type": "research",
      "domain": "control",
      "label": "TCV 深度强化学习统一磁控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2022",
      "description": "传统控制器常按形状和阶段分别设计，面对 19 路耦合线圈、构型转换和雪花/负三角度等目标时工程量大。",
      "year": 2022,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "deep RL",
        "10 kHz",
        "snowflake",
        "negative triangularity",
        "T2"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-013",
      "type": "research",
      "domain": "control",
      "label": "TCV 首次实验性模型预测形状控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "传统形状控制难显式处理线圈、电源和形状输出约束，也难在大目标转换中优化瞬态。",
      "year": 2025,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "MPC",
        "MEQ",
        "QP",
        "hierarchical control",
        "T2"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-005",
      "type": "research",
      "domain": "control",
      "label": "TCV 预测优先的安全降流轨迹学习",
      "subtitle": "论文作者与装置团队（见原始来源） · 2025",
      "description": "受控终止需在垂直稳定、形状跟踪、线圈/电源和电流剖面约束间折中，经验波形难以覆盖模型误差。",
      "year": 2025,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "ramp-down",
        "predict-first",
        "system identification",
        "safe termination",
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-017",
      "type": "research",
      "domain": "control",
      "label": "TCV LIUQE 实时平衡与通量面状态服务",
      "subtitle": "论文作者与装置团队（见原始来源） · 2015",
      "description": "形状和剖面控制需要在高伸长、强真空室像电流下实时识别电流密度、边界和通量面平均量。",
      "year": 2015,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "LIUQE",
        "equilibrium reconstruction",
        "200 us",
        "state service",
        "T0"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-028",
      "type": "research",
      "domain": "control",
      "label": "TCV q/β 模型预测剖面控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "需在 ECCD 功率、总电流和时变执行器限值下快速跟踪逆 q 剖面和 β，同时抑制扰动。",
      "year": 2017,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "MPC",
        "RAPTOR",
        "beta",
        "ECCD",
        "T3"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-044",
      "type": "research",
      "domain": "control",
      "label": "TCV/ITER装置无关多任务执行器管理",
      "subtitle": "论文作者与装置团队（见原始来源） · 2019",
      "description": "β、NTM、剖面和模式任务同时争抢EC、NBI、气体等有限资源，独立控制器会给出冲突命令。",
      "year": 2019,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T8"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-003",
      "type": "research",
      "domain": "control",
      "label": "TCV锯齿周期与剖面闭环控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2009",
      "description": "锯齿周期及剖面会影响种子岛和快速粒子稳定性，需要把EC沉积位置和功率转化为可控量。",
      "year": 2009,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:hmi-tokamind",
      "type": "research",
      "domain": "ai",
      "label": "TokaMind：聚变等离子体多模态基础模型",
      "subtitle": "UKAEA、IBM Research、STFC Hartree Centre · 2026",
      "description": "不同采样率、模态和缺失模式的托卡马克诊断难以在同一模型中预训练并迁移到预测、重建和分类任务。",
      "year": 2026,
      "evidenceLevel": "E2",
      "deploymentLevel": "D3",
      "tags": [
        "foundation-model",
        "Transformer",
        "multimodal",
        "MAST",
        "transfer-learning"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:data-toksearch",
      "type": "research",
      "domain": "ai",
      "label": "TokSearch：跨大量放电的并行查询与机器学习数据抽取",
      "subtitle": "General Atomics / DIII-D；现由 DOE Fusion Data Platform 维护 · 2018",
      "description": "逐 shot 串行从 MDSplus/PTDATA 读取大量信号无法支撑数万至数十万放电的统计研究和机器学习数据集构建。",
      "year": 2018,
      "evidenceLevel": "E2",
      "deploymentLevel": "D4",
      "tags": [
        "batch-query",
        "Spark",
        "DIII-D",
        "dataset-construction",
        "parallel-IO"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:phy-08",
      "type": "research",
      "domain": "ai",
      "label": "TORAX：JAX 可微分托卡马克核心输运模拟器",
      "subtitle": "Google DeepMind、Commonwealth Fusion Systems 合作团队 · 2024",
      "description": "脉冲设计、参数反演和控制优化需要既快速又可微、且能插拔物理模型和学习代理的核心输运求解器。",
      "year": 2024,
      "evidenceLevel": "E1",
      "tags": [
        "TORAX",
        "JAX",
        "可微分模拟",
        "SPARC",
        "ITER",
        "核心输运"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:aux-west-realtime-thermal-ai-pcs",
      "type": "research",
      "domain": "ai",
      "label": "WEST 红外壁监视 AI：从热事件识别到加热系统闭环指令",
      "subtitle": "CEA Institute for Magnetic Fusion Research (IRFM) · 2025",
      "description": "长脉冲 WEST 的红外视频量巨大，偏滤器/第一壁热点、电弧和反射难以由操作员实时区分，延迟可能造成 PFC 或天线损伤。",
      "year": 2025,
      "evidenceLevel": "E4",
      "tags": [
        "WEST",
        "infrared",
        "PFC",
        "thermal event",
        "Faster R-CNN",
        "CNN",
        "real-time",
        "closed-loop"
      ],
      "degree": 6,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-030",
      "type": "research",
      "domain": "control",
      "label": "WEST基于壁部件温度的实时功率保护",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "稳态钨环境中局部热点可迅速超出部件温度包络，需要直接削减多套加热系统。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T7"
      ],
      "degree": 6,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:pcs-016",
      "type": "research",
      "domain": "control",
      "label": "‘灵枢’自主等离子体控制系统",
      "subtitle": "论文作者与装置团队（见原始来源） · 2023",
      "description": "面向聚变堆安全稳态运行，降低外部软硬件依赖并提高实时性、冗余、可维护和可检查性。",
      "year": 2023,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "EAST",
        "LingShu",
        "redundancy",
        "real-time Linux",
        "T9"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:energy-stellarator-brayton-rankine-ga",
      "type": "research",
      "domain": "ai",
      "label": "高场恒星器 Brayton–Rankine 联合循环的遗传算法优化",
      "subtitle": "Renaissance Fusion；University of Tuscia 等 · 2023",
      "description": "连续运行、液态金属壁高温聚变电厂需要把多个温位的热量高效转化为电力，同时控制换热器、压缩机与汽轮机的系统复杂度。",
      "year": 2023,
      "evidenceLevel": "E1",
      "tags": [
        "stellarator",
        "sCO2",
        "Brayton-Rankine",
        "遗传算法",
        "净效率",
        "Renaissance Fusion"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-06",
      "type": "research",
      "domain": "ai",
      "label": "ASDEX Upgrade 软 X 射线 Gaussian Process Tomography 模型选择",
      "subtitle": "ASDEX Upgrade、IPFN 等 · 2020",
      "description": "Gaussian process tomography 的核/先验模型选择若逐帧计算 Bayesian evidence，成本高且妨碍快速 SXR 层析。",
      "year": 2020,
      "evidenceLevel": "E2",
      "tags": [
        "ASDEX Upgrade",
        "SXR",
        "Gaussian process tomography",
        "模型选择",
        "CNN"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-002",
      "type": "research",
      "domain": "control",
      "label": "ASDEX Upgrade基于幅值的NTM稳定控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "沉积位置存在模型与标定误差，需要在不依赖精确磁岛半径的条件下寻找最有效的ECCD位置。",
      "year": 2014,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:eng-cfetr-cool-firstwall-surrogate",
      "type": "research",
      "domain": "ai",
      "label": "CFETR COOL 包层第一壁热—结构代理与 NSGA-II 优化",
      "subtitle": "Institute of Plasma Physics, Chinese Academy of Sciences；University of Science and Technology of China · 2026",
      "description": "CFETR 超临界 CO₂ 冷却铅锂（COOL）包层第一壁同时承受高热流和结构约束，直接在大设计空间反复求解热—结构模型代价高。",
      "year": 2026,
      "evidenceLevel": "E1",
      "tags": [
        "CFETR",
        "COOL blanket",
        "第一壁",
        "热结构",
        "NSGA-II",
        "sCO2"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-12",
      "type": "research",
      "domain": "ai",
      "label": "Diag2Diag：DIII-D 多模态超分辨率合成 Thomson 诊断",
      "subtitle": "Princeton/PPPL、General Atomics、PlasmaControl 等 · 2025",
      "description": "Thomson scattering 空间信息丰富但采样慢，而 ECE、干涉仪、磁诊断等快速信号空间/物理信息不完整；需要生成高频合成剖面以研究 ELM、RMP 和磁岛动力学。",
      "year": 2025,
      "evidenceLevel": "E2",
      "tags": [
        "DIII-D",
        "Diag2Diag",
        "合成诊断",
        "Thomson scattering",
        "超分辨率",
        "多模态"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:aux-diiid-realtime-magnetic-sensor-ae",
      "type": "research",
      "domain": "ai",
      "label": "DIII-D 等离子体控制系统中的实时磁传感器自编码器异常检测",
      "subtitle": "DIII-D National Fusion Facility；General Atomics · 2022",
      "description": "磁通环和磁探针故障会污染平衡重建与等离子体位置/形状控制，必须在控制周期内识别异常传感器。",
      "year": 2022,
      "evidenceLevel": "E3",
      "tags": [
        "DIII-D",
        "magnetic diagnostics",
        "sensor fault",
        "autoencoder",
        "real-time",
        "PCS"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:ctl-06",
      "type": "research",
      "domain": "ai",
      "label": "DIII-D 概率机器学习与贝叶斯优化安全 ramp-down",
      "subtitle": "General Atomics、Carnegie Mellon University 等 · 2024",
      "description": "安全降电流轨迹存在高维且实验代价昂贵的设计空间，需要在有限放电数中学习更安全的操作。",
      "year": 2024,
      "evidenceLevel": "E4",
      "tags": [
        "DIII-D",
        "ramp-down",
        "贝叶斯优化",
        "主动实验",
        "概率模型"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:ctl-02",
      "type": "research",
      "domain": "ai",
      "label": "DIII-D 深度强化学习主动规避撕裂模",
      "subtitle": "Princeton、PPPL、General Atomics、Columbia、Seoul National University 等 · 2024",
      "description": "高性能场景中的撕裂不稳定性一旦形成便难以补救，需要在保持约束和 H 模性能的同时提前规避。",
      "year": 2024,
      "evidenceLevel": "E4",
      "tags": [
        "DIII-D",
        "强化学习",
        "撕裂模",
        "稳定性控制",
        "风险预测"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-029",
      "type": "research",
      "domain": "control",
      "label": "DIII-D 旋转变换剖面与归一化 β 的数据驱动鲁棒控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "高性能稳态场景需同时维持电流剖面和 βN；第一性原理模型复杂且局部控制仍受饱和影响。",
      "year": 2017,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "DIII-D",
        "iota profile",
        "betaN",
        "H-infinity",
        "anti-windup",
        "T3"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-018",
      "type": "research",
      "domain": "control",
      "label": "DIII-D贝叶斯安全降电流轨迹自动实验设计",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "安全降电流轨迹具有高维约束，人工试错慢且靠近破裂边界。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T7"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-043",
      "type": "research",
      "domain": "control",
      "label": "DIII-D高带宽边缘涨落约束模式CNN识别",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "L/H/ELM状态包含微秒到毫秒的边缘涨落结构，传统低频标量可能丢失前兆。",
      "year": 2024,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "T0"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-001",
      "type": "research",
      "domain": "control",
      "label": "DIII-D可转向ECCD闭环抑制新经典撕裂模",
      "subtitle": "论文作者与装置团队（见原始来源） · 2013",
      "description": "磁岛位置随平衡变化而漂移，固定沉积会失配，导致ECCD抑制效率下降。",
      "year": 2013,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-010",
      "type": "research",
      "domain": "control",
      "label": "DIII-D锁模相位与旋转反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "锁定磁岛的相位若不可控，调制ECCD难以与O点同步，且静止岛会集中壁热负荷。",
      "year": 2018,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T4"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:aux-east-cryoplant-expert-diagnosis",
      "type": "research",
      "domain": "ai",
      "label": "EAST 2 kW/4 K 氦低温站实时故障诊断专家系统",
      "subtitle": "Institute of Plasma Physics, Chinese Academy of Sciences · 2012",
      "description": "EAST 低温站设备和过程变量多，DCS 可报警却难以实时定位根因并向操作员给出处置建议，故障会破坏超导磁体冷却并中断实验。",
      "year": 2012,
      "evidenceLevel": "E3",
      "tags": [
        "EAST",
        "cryoplant",
        "helium refrigerator",
        "expert system",
        "fault tree",
        "DCS",
        "real-time"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-10",
      "type": "research",
      "domain": "ai",
      "label": "EAST 84 路磁诊断到二维磁通的深度平衡重建",
      "subtitle": "中国科学院合肥物质科学研究院/EAST 团队 · 2023",
      "description": "EAST 的 EFIT 平衡重建难以在高频控制周期内输出完整二维磁通，且网络结构/超参数的手工选择影响泛化。",
      "year": 2023,
      "evidenceLevel": "E2",
      "tags": [
        "EAST",
        "平衡重建",
        "磁通",
        "EFIT",
        "超参数搜索",
        "MDSplus"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-012",
      "type": "research",
      "domain": "control",
      "label": "EAST垂直增长率实时反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "高性能形状接近垂直稳定边界，需要在线量化增长率并微调形状。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T2"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-016",
      "type": "research",
      "domain": "control",
      "label": "EAST深度学习破裂预测",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "EAST长脉冲、高密度和多运行场景下的破裂前兆非线性且类别不平衡。",
      "year": 2021,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "T7"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:dia-08",
      "type": "research",
      "domain": "ai",
      "label": "EFIT-Prime：DIII-D 物理约束深度集合平衡重建与不确定度",
      "subtitle": "Argonne National Laboratory、DIII-D/General Atomics 等 · 2024",
      "description": "纯数据驱动平衡网络可能违反 Grad–Shafranov 约束且在新形状上不可靠，传统 EFIT 又难以满足更高频的重建需求。",
      "year": 2024,
      "evidenceLevel": "E2",
      "tags": [
        "DIII-D",
        "EFIT-Prime",
        "平衡重建",
        "物理约束",
        "深度集合",
        "不确定度"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:dia-09",
      "type": "research",
      "domain": "ai",
      "label": "GS-DeepNet：KSTAR 无监督物理约束平衡重建",
      "subtitle": "KAIST、Korea Institute of Fusion Energy/KSTAR 等 · 2023",
      "description": "传统自由边界平衡重建需要迭代和人工选择磁测量，而监督网络又继承 EFIT 标签，难以同时获得实时性、物理一致性和不确定度。",
      "year": 2023,
      "evidenceLevel": "E2",
      "tags": [
        "KSTAR",
        "GS-DeepNet",
        "Grad-Shafranov",
        "无监督学习",
        "平衡重建",
        "不确定度"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:ctl-07",
      "type": "research",
      "domain": "ai",
      "label": "HL-3 高保真数据驱动动力学模型与强化学习磁控制",
      "subtitle": "核工业西南物理研究院/HL-3 合作团队 · 2025",
      "description": "低层磁控制需要长时域、毫秒级且足够准确的交互环境，纯第一性原理模拟过慢，普通 LSTM 又在长滚动中漂移。",
      "year": 2025,
      "evidenceLevel": "E4",
      "tags": [
        "HL-3",
        "强化学习",
        "PPO",
        "LSTM",
        "EFITNN",
        "磁控制"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-022",
      "type": "research",
      "domain": "control",
      "label": "ITER PCS系统工程与模型驱动设计/部署策略",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "数百个相互耦合的控制功能需要跨多年版本设计、实现、验证、集成和运维，传统逐控制器交付难以保持一致性。",
      "year": 2024,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "ITER",
        "MBSE",
        "traceability",
        "deployment",
        "T9"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-041",
      "type": "research",
      "domain": "control",
      "label": "ITER面向控制的芯部—SOL—偏滤器集成模型",
      "subtitle": "论文作者与装置团队（见原始来源） · 2023",
      "description": "只控制燃烧或只控制脱靶会把风险转移到另一子系统，需要低阶但保留核心—边缘因果的模型。",
      "year": 2023,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "T5"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-009",
      "type": "research",
      "domain": "control",
      "label": "ITER显式MPC垂直稳定",
      "subtitle": "论文作者与装置团队（见原始来源） · 2013",
      "description": "ITER垂直稳定需同时使用快慢执行器并满足电压、电流和热约束。",
      "year": 2013,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "T2"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-027",
      "type": "research",
      "domain": "control",
      "label": "JET 电流与电子温度剖面集成实时控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2005",
      "description": "电流、温度和压力剖面通过运输与 H&CD 强耦合，独立 SISO 回路会争夺执行器。",
      "year": 2005,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "integrated profile",
        "Galerkin",
        "temperature",
        "current",
        "T3"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:dia-05",
      "type": "research",
      "domain": "ai",
      "label": "JET 辐射层析与变分自编码器破裂前兆分析",
      "subtitle": "JET/Eurofusion、IPFN 等 · 2020",
      "description": "仅用一维 bolometer 信号难以定位破裂前的辐射形态异常，需要把高速层析与无监督异常检测结合。",
      "year": 2020,
      "evidenceLevel": "E2",
      "tags": [
        "JET",
        "bolometer",
        "VAE",
        "异常检测",
        "破裂前兆",
        "层析"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-026",
      "type": "research",
      "domain": "control",
      "label": "JET 三执行器 q 剖面 TSVD 控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2003",
      "description": "q(r) 是分布参数，NBI、ICRH、LHCD 对多个半径耦合，执行器数少于剖面自由度。",
      "year": 2003,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JET",
        "q-profile",
        "TSVD",
        "NBI",
        "ICRH",
        "LHCD",
        "T3"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:dia-04",
      "type": "research",
      "domain": "ai",
      "label": "JET 深度学习 bolometer 辐射层析重建",
      "subtitle": "JET/Eurofusion、Instituto de Plasmas e Fusão Nuclear 等 · 2017",
      "description": "bolometer 视线积分反演成二维辐射率分布需要迭代正则化，传统算法难以满足大规模回放和实时诊断。",
      "year": 2017,
      "evidenceLevel": "E2",
      "tags": [
        "JET",
        "bolometer",
        "层析",
        "辐射率",
        "卷积网络"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:cpt-015",
      "type": "research",
      "domain": "control",
      "label": "JET APODIS实时破裂预测",
      "subtitle": "论文作者与装置团队（见原始来源） · 2013",
      "description": "在ITER-like wall运行中以少量可靠实时信号提供稳定、低延迟的破裂预警。",
      "year": 2013,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T7"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-029",
      "type": "research",
      "domain": "control",
      "label": "JET ITER-like wall基于Langmuir探针的脱靶反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2017",
      "description": "需要在金属壁H模中以直接靶板指标控制脱靶，同时适应打击点扫掠。",
      "year": 2017,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-021",
      "type": "research",
      "domain": "control",
      "label": "JET大剂量气体注入破裂缓解",
      "subtitle": "论文作者与装置团队（见原始来源） · 2011",
      "description": "不可避免破裂会产生集中热负荷、电磁载荷和逃逸电子，需要在毫秒尺度均匀辐射能量。",
      "year": 2011,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T7"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-002",
      "type": "research",
      "domain": "control",
      "label": "JT-60SA 击穿与电流爬升运行场景",
      "subtitle": "论文作者与装置团队（见原始来源） · 2015",
      "description": "超导装置预磁化、真空室/稳定板涡流和杂散场会限制击穿窗口，需形成可重复且不过载的启动轨迹。",
      "year": 2015,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "JT-60SA",
        "breakdown",
        "TOSCA",
        "eddy current",
        "premagnetization",
        "T1"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-039",
      "type": "research",
      "domain": "control",
      "label": "JT-60SA双色CO2干涉仪密度反馈",
      "subtitle": "论文作者与装置团队（见原始来源） · 2024",
      "description": "振动与相位跳变会污染长光程干涉测量，密度反馈必须同时快速和自诊断。",
      "year": 2024,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T3"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:dia-03",
      "type": "research",
      "domain": "ai",
      "label": "JT-60U 高 β 破裂似然的稀疏可解释识别",
      "subtitle": "QST/JT-60U 团队 · 2021",
      "description": "需要从大量相关参数中提炼少数可解释变量，识别高 β 放电接近破裂边界的程度。",
      "year": 2021,
      "evidenceLevel": "E2",
      "tags": [
        "JT-60U",
        "高β",
        "破裂预警",
        "SVM",
        "稀疏特征",
        "可解释性"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:ctl-core-035",
      "type": "research",
      "domain": "control",
      "label": "JT-60U 离子温度梯度与环向旋转剖面闭环",
      "subtitle": "论文作者与装置团队（见原始来源） · 2009",
      "description": "高 β/ITB 场景的压力梯度和旋转影响稳定性，需要快速 CXRS 和可调 NBI 转矩。",
      "year": 2009,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "JT-60U",
        "Ti profile",
        "rotation",
        "CXRS",
        "NBI",
        "T3"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:ctl-core-033",
      "type": "research",
      "domain": "control",
      "label": "KSTAR 物理模型驱动的电子温度剖面闭环",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "需验证 NBI/ECH 多执行器能否实时跟踪时变 Te 剖面并抵抗扰动，为后续多剖面控制铺路。",
      "year": 2018,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "KSTAR",
        "Te profile",
        "ECE",
        "NBI",
        "ECH",
        "T3"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-042",
      "type": "research",
      "domain": "control",
      "label": "KSTAR L-H跃迁与ELM实时分类",
      "subtitle": "论文作者与装置团队（见原始来源） · 2020",
      "description": "控制器需要低延迟识别L-H/H-L与ELM事件，避免只依赖固定时间表。",
      "year": 2020,
      "evidenceLevel": "E3",
      "deploymentLevel": "D3",
      "tags": [
        "T4"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-005",
      "type": "research",
      "domain": "control",
      "label": "KSTAR电阻壁模主动控制物理设计",
      "subtitle": "论文作者与装置团队（见原始来源） · 2014",
      "description": "确定KSTAR现有及候选传感器/线圈组合对RWM的可控可观性。",
      "year": 2014,
      "evidenceLevel": "E1",
      "deploymentLevel": "D2",
      "tags": [
        "T4"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-037",
      "type": "research",
      "domain": "control",
      "label": "KSTAR极向β实时控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2015",
      "description": "极向β是压力与电流分布的重要综合指标，需要用有限的NBI资源实时跟踪。",
      "year": 2015,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T6"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-033",
      "type": "research",
      "domain": "control",
      "label": "KSTAR钨偏滤器脱靶与DivControlNN控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2026",
      "description": "全物理边缘模型无法实时运行，钨偏滤器又要求快速预测杂质注入后的脱靶响应。",
      "year": 2026,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:phy-06",
      "type": "research",
      "domain": "ai",
      "label": "MMMnet：多模异常输运模块神经网络代理",
      "subtitle": "Lehigh University 等 · 2021",
      "description": "Multi-Mode Model 的异常扩散系数计算在控制导向输运仿真中仍过慢。",
      "year": 2021,
      "evidenceLevel": "E1",
      "tags": [
        "MMM",
        "DIII-D",
        "输运代理",
        "COTSIM",
        "扩散系数"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:phy-04",
      "type": "research",
      "domain": "ai",
      "label": "NSTX-U Eqnet/Pertnet 快速平衡与等离子体响应模型",
      "subtitle": "Princeton University、PPPL / PlasmaControl · 2022",
      "description": "自由边界 Grad–Shafranov 平衡与非刚性响应计算过慢，限制脉冲规划、闭环仿真和控制器批量测试。",
      "year": 2022,
      "evidenceLevel": "E2",
      "tags": [
        "NSTX-U",
        "平衡重建",
        "Grad-Shafranov",
        "Eqnet",
        "Pertnet",
        "控制仿真"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-004",
      "type": "research",
      "domain": "control",
      "label": "PCS—Plant闭环共仿真：在真实控制代码外接GSevolve等装置模型",
      "subtitle": "论文作者与装置团队（见原始来源） · 2018",
      "description": "控制器只有在包含电源、线圈、被动结构、等离子体与时延的闭环中运行实际生产代码，才能发现接口和实现级错误。",
      "year": 2018,
      "evidenceLevel": "E2",
      "deploymentLevel": "D2",
      "tags": [
        "co-simulation",
        "SIL",
        "HIL",
        "GSevolve",
        "T9"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:control:cpt-025",
      "type": "research",
      "domain": "control",
      "label": "TCV MANTIS杂质辐射前沿实时控制",
      "subtitle": "论文作者与装置团队（见原始来源） · 2021",
      "description": "偏滤器脱靶需把低温辐射区维持在合适位置，过低会伤靶板，过高会污染核心。",
      "year": 2021,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "T5"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:ctl-04",
      "type": "research",
      "domain": "ai",
      "label": "TCV predict-first 神经状态空间模型与鲁棒 ramp-down 轨迹学习",
      "subtitle": "MIT PSFC、EPFL/TCV 等 · 2025",
      "description": "高性能等离子体降电流阶段容易触碰约束和失稳边界，而昂贵实验只允许少量试错。",
      "year": 2025,
      "evidenceLevel": "E2",
      "tags": [
        "TCV",
        "ramp-down",
        "神经状态空间模型",
        "鲁棒强化学习",
        "predict-first"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:control:pcs-006",
      "type": "research",
      "domain": "control",
      "label": "TCV分布式反馈控制系统的架构与投运",
      "subtitle": "论文作者与装置团队（见原始来源） · 2010",
      "description": "旧系统I/O和计算容量不足以承载多诊断、多执行器以及EC加热/电流驱动的高级控制。",
      "year": 2010,
      "evidenceLevel": "E4",
      "deploymentLevel": "D4",
      "tags": [
        "TCV",
        "distributed control",
        "commissioning",
        "T9"
      ],
      "degree": 5,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "research:ai:phy-05",
      "type": "research",
      "domain": "ai",
      "label": "TGLF-WINN：波数信息约束的数据高效 TGLF 湍流输运代理",
      "subtitle": "UC San Diego、General Atomics、Princeton 等 · 2025",
      "description": "TGLF 在全脉冲输运和多次通量匹配中的调用成本过高，直接限制高维场景优化。",
      "year": 2025,
      "evidenceLevel": "E1",
      "tags": [
        "TGLF",
        "TGLF-WINN",
        "湍流输运",
        "波数约束",
        "主动学习",
        "通量匹配"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:data-tokamark",
      "type": "research",
      "domain": "ai",
      "label": "TokaMark：MAST 多模态聚变基础模型基准",
      "subtitle": "UKAEA、IBM Research、STFC Hartree Centre · 2026",
      "description": "聚变 AI 缺少公开、结构化、多模态且统一划分与指标的基准，模型之间难以公平比较，也容易产生 shot 泄漏。",
      "year": 2026,
      "evidenceLevel": "E2",
      "deploymentLevel": "D3",
      "tags": [
        "benchmark",
        "foundation-model",
        "MAST",
        "multimodal",
        "evaluation"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "research:ai:hmi-west-llm4ppo",
      "type": "research",
      "domain": "ai",
      "label": "WEST LLM4PPO：红外第一壁监测的多模态决策支持",
      "subtitle": "CEA/IRFM、WEST Team · 2026",
      "description": "长脉冲 WEST 的红外视频和温度曲线需要 Plasma-facing component Protection Officer 快速识别热斑并在炮间给出判断，人工负荷高且一致性有限。",
      "year": 2026,
      "evidenceLevel": "E3",
      "tags": [
        "multimodal-LLM",
        "infrared",
        "WEST",
        "decision-support",
        "control-room"
      ],
      "degree": 5,
      "sourceDomains": [
        "ai"
      ]
    },
    {
      "id": "task:control:t9",
      "type": "task",
      "domain": "control",
      "label": "T9 · PCS、脉冲编排与验证基础设施",
      "subtitle": "PCS, PULSE ORCHESTRATION & V&V",
      "tags": [
        "control-task"
      ],
      "degree": 42,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "task:diagnostics:dg11",
      "type": "task",
      "domain": "diagnostics",
      "label": "DG11 · 实时诊断、AI 与决策接口",
      "subtitle": "REAL-TIME DIAGNOSTICS, AI & DECISION INTERFACES",
      "tags": [
        "diagnostic-task"
      ],
      "degree": 40,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "task:diagnostics:dg10",
      "type": "task",
      "domain": "diagnostics",
      "label": "DG10 · 集成反演、层析与数据同化",
      "subtitle": "INTEGRATED INVERSION, TOMOGRAPHY & DATA ASSIMILATION",
      "tags": [
        "diagnostic-task"
      ],
      "degree": 38,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "task:diagnostics:dg0",
      "type": "task",
      "domain": "diagnostics",
      "label": "DG0 · 诊断系统工程、计量与健康",
      "subtitle": "SYSTEMS ENGINEERING, METROLOGY & HEALTH",
      "tags": [
        "diagnostic-task"
      ],
      "degree": 35,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "task:diagnostics:dg8",
      "type": "task",
      "domain": "diagnostics",
      "label": "DG8 · 工程设备与电厂状态监测",
      "subtitle": "ENGINEERING EQUIPMENT & PLANT CONDITION",
      "tags": [
        "diagnostic-task"
      ],
      "degree": 34,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "task:diagnostics:dg9",
      "type": "task",
      "domain": "diagnostics",
      "label": "DG9 · 合成诊断与仪器前向模型",
      "subtitle": "SYNTHETIC DIAGNOSTICS & FORWARD MODELS",
      "tags": [
        "diagnostic-task"
      ],
      "degree": 32,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "task:control:t2",
      "type": "task",
      "domain": "control",
      "label": "T2 · 位置、位形与边界控制",
      "subtitle": "POSITION, SHAPE & BOUNDARY CONTROL",
      "tags": [
        "control-task"
      ],
      "degree": 31,
      "sourceDomains": [
        "control"
      ]
    },
    {
      "id": "task:diagnostics:dg2",
      "type": "task",
      "domain": "diagnostics",
      "label": "DG2 · 电子密度与电子温度",
      "subtitle": "ELECTRON DENSITY & TEMPERATURE",
      "tags": [
        "diagnostic-task"
      ],
      "degree": 28,
      "sourceDomains": [
        "diagnostics"
      ]
    },
    {
      "id": "task:diagnostics:dg4",
      "type": "task",
      "domain": "diagnostics",
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      "sourceDomains": [
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      "sourceDomains": [
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      "sourceDomains": [
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      "sourceDomains": [
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      "tags": [
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      "degree": 1,
      "sourceDomains": [
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      "subtitle": "A.4 中子、安全、真空、维护与生命周期",
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      "id": "edge:research-control-cpt-005:VALIDATED_ON:device-kstar",
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      "source": "research:control:cpt-014",
      "target": "task:control:t7",
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    },
    {
      "id": "edge:research-control-cpt-014:RELATED_TASK:task-control-t9",
      "source": "research:control:cpt-014",
      "target": "task:control:t9",
      "relation": "RELATED_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-015:HAS_CODE:code-jet-apodis-implementation-not-public",
      "source": "research:control:cpt-015",
      "target": "code:jet-apodis-implementation-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "实时分类器与JET接口未发现公开仓库。"
    },
    {
      "id": "edge:research-control-cpt-015:VALIDATED_ON:device-jet",
      "source": "research:control:cpt-015",
      "target": "device:jet",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-015:SUPPORTED_BY:paper-10-1016-j-fusengdes-2013-03-003",
      "source": "research:control:cpt-015",
      "target": "paper:10-1016-j-fusengdes-2013-03-003",
      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1016-j-fusengdes-2013-03-003",
      "evidenceUrl": "https://doi.org/10.1016/j.fusengdes.2013.03.003",
      "evidenceLabel": "Results of the JET real-time disruption predictor in the ITER-like wall campaigns"
    },
    {
      "id": "edge:research-control-cpt-015:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-015",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-016:HAS_CODE:code-east-deep-disruption-predictor-not-public",
      "source": "research:control:cpt-016",
      "target": "code:east-deep-disruption-predictor-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "训练代码与数据未发现公开官方仓库。"
    },
    {
      "id": "edge:research-control-cpt-016:VALIDATED_ON:device-east",
      "source": "research:control:cpt-016",
      "target": "device:east",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-016:SUPPORTED_BY:paper-10-1088-1361-6587-ac228b",
      "source": "research:control:cpt-016",
      "target": "paper:10-1088-1361-6587-ac228b",
      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1088-1361-6587-ac228b",
      "evidenceUrl": "https://doi.org/10.1088/1361-6587/ac228b",
      "evidenceLabel": "Disruption prediction on EAST tokamak using a deep learning algorithm"
    },
    {
      "id": "edge:research-control-cpt-016:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-016",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-017:HAS_CODE:code-diii-d-tearing-avoidance-rl-stack-not-public",
      "source": "research:control:cpt-017",
      "target": "code:diii-d-tearing-avoidance-rl-stack-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "论文未提供可核验的完整训练与实时部署仓库。"
    },
    {
      "id": "edge:research-control-cpt-017:VALIDATED_ON:device-diii-d",
      "source": "research:control:cpt-017",
      "target": "device:diii-d",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-017:SUPPORTED_BY:paper-10-1038-s41586-024-07024-9",
      "source": "research:control:cpt-017",
      "target": "paper:10-1038-s41586-024-07024-9",
      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1038-s41586-024-07024-9",
      "evidenceUrl": "https://doi.org/10.1038/s41586-024-07024-9",
      "evidenceLabel": "Avoiding fusion plasma tearing instability with deep reinforcement learning"
    },
    {
      "id": "edge:research-control-cpt-017:PRIMARY_TASK:task-control-t4",
      "source": "research:control:cpt-017",
      "target": "task:control:t4",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-017:RELATED_TASK:task-control-t8",
      "source": "research:control:cpt-017",
      "target": "task:control:t8",
      "relation": "RELATED_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-018:HAS_CODE:code-safe-rampdown-bayesian-optimizer-not-public",
      "source": "research:control:cpt-018",
      "target": "code:safe-rampdown-bayesian-optimizer-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "论文未给出与装置实验完整对应的公开仓库。"
    },
    {
      "id": "edge:research-control-cpt-018:VALIDATED_ON:device-diii-d",
      "source": "research:control:cpt-018",
      "target": "device:diii-d",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-018:SUPPORTED_BY:paper-10-1088-1741-4326-ad22f5",
      "source": "research:control:cpt-018",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1088-1741-4326-ad22f5",
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      "evidenceLabel": "Automated experimental design of safe rampdowns via probabilistic machine learning"
    },
    {
      "id": "edge:research-control-cpt-018:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-018",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-020:HAS_CODE:code-samone-not-public",
      "source": "research:control:cpt-020",
      "target": "code:samone-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "框架论文公开，但TCV装置实现未发现官方公开仓库。"
    },
    {
      "id": "edge:research-control-cpt-020:VALIDATED_ON:device-tcv",
      "source": "research:control:cpt-020",
      "target": "device:tcv",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-020:SUPPORTED_BY:paper-10-1109-tns-2021-3084410",
      "source": "research:control:cpt-020",
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      "domain": "control",
      "evidenceNodeId": "paper:10-1109-tns-2021-3084410",
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    },
    {
      "id": "edge:research-control-cpt-020:RELATED_TASK:task-control-t7",
      "source": "research:control:cpt-020",
      "target": "task:control:t7",
      "relation": "RELATED_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-020:PRIMARY_TASK:task-control-t8",
      "source": "research:control:cpt-020",
      "target": "task:control:t8",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-020:RELATED_TASK:task-control-t9",
      "source": "research:control:cpt-020",
      "target": "task:control:t9",
      "relation": "RELATED_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-021:HAS_CODE:code-jet-mgi-trigger-and-valve-control-not-public",
      "source": "research:control:cpt-021",
      "target": "code:jet-mgi-trigger-and-valve-control-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "装置触发、阀和保护接口未公开。"
    },
    {
      "id": "edge:research-control-cpt-021:VALIDATED_ON:device-jet",
      "source": "research:control:cpt-021",
      "target": "device:jet",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-021:SUPPORTED_BY:paper-10-1088-0029-5515-51-12-123010",
      "source": "research:control:cpt-021",
      "target": "paper:10-1088-0029-5515-51-12-123010",
      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1088-0029-5515-51-12-123010",
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      "evidenceLabel": "Disruption mitigation by massive gas injection in JET"
    },
    {
      "id": "edge:research-control-cpt-021:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-021",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-022:HAS_CODE:code-iter-dms-plant-protection-software-not-public",
      "source": "research:control:cpt-022",
      "target": "code:iter-dms-plant-protection-software-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "安全相关装置软件未公开。"
    },
    {
      "id": "edge:research-control-cpt-022:VALIDATED_ON:device-iter",
      "source": "research:control:cpt-022",
      "target": "device:iter",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-022:SUPPORTED_BY:paper-10-1088-1741-4326-ab136c",
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      "domain": "control",
      "evidenceNodeId": "paper:10-1088-1741-4326-ab136c",
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    },
    {
      "id": "edge:research-control-cpt-022:SUPPORTED_BY:paper-https-www-iter-org-machine-supporting-systems-disruption-mitigation",
      "source": "research:control:cpt-022",
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      "domain": "control",
      "evidenceNodeId": "paper:https-www-iter-org-machine-supporting-systems-disruption-mitigation",
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      "id": "edge:research-control-cpt-022:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-022",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-023:HAS_CODE:code-https-github-com-chalmersplasmatheory-dream",
      "source": "research:control:cpt-023",
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      "domain": "control",
      "evidenceUrl": "https://github.com/chalmersplasmatheory/DREAM",
      "evidenceLabel": "论文直接对应的官方源代码仓库。"
    },
    {
      "id": "edge:research-control-cpt-023:VALIDATED_ON:device-通用tokamak",
      "source": "research:control:cpt-023",
      "target": "device:通用tokamak",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-023:VALIDATED_ON:device-diii-d",
      "source": "research:control:cpt-023",
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      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-023:VALIDATED_ON:device-iter",
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      "target": "device:iter",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-023:VALIDATED_ON:device-jet",
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      "domain": "control"
    },
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      "domain": "control",
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      "id": "edge:research-control-cpt-023:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-023",
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    },
    {
      "id": "edge:research-control-cpt-023:RELATED_TASK:task-control-t9",
      "source": "research:control:cpt-023",
      "target": "task:control:t9",
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      "domain": "control"
    },
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      "id": "edge:research-control-cpt-024:HAS_CODE:code-decaf-not-public",
      "source": "research:control:cpt-024",
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      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "论文与会议材料描述框架，但未找到公开官方执行仓库。"
    },
    {
      "id": "edge:research-control-cpt-024:VALIDATED_ON:device-kstar",
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      "target": "device:kstar",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-024:VALIDATED_ON:device-mast",
      "source": "research:control:cpt-024",
      "target": "device:mast",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-024:VALIDATED_ON:device-nstx-u",
      "source": "research:control:cpt-024",
      "target": "device:nstx-u",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-024:SUPPORTED_BY:paper-10-1063-5-0133825",
      "source": "research:control:cpt-024",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1063-5-0133825",
      "evidenceUrl": "https://doi.org/10.1063/5.0133825",
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    },
    {
      "id": "edge:research-control-cpt-024:SUPPORTED_BY:paper-10-1063-5-0320639",
      "source": "research:control:cpt-024",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1063-5-0320639",
      "evidenceUrl": "https://doi.org/10.1063/5.0320639",
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    },
    {
      "id": "edge:research-control-cpt-024:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-024",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-025:HAS_CODE:code-mantis-real-time-front-controller-not-public",
      "source": "research:control:cpt-025",
      "target": "code:mantis-real-time-front-controller-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "成像处理与TCV实时控制实现未发现完整公开仓库。"
    },
    {
      "id": "edge:research-control-cpt-025:VALIDATED_ON:device-tcv",
      "source": "research:control:cpt-025",
      "target": "device:tcv",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-025:SUPPORTED_BY:paper-10-1038-s41467-021-21268-3",
      "source": "research:control:cpt-025",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1038-s41467-021-21268-3",
      "evidenceUrl": "https://doi.org/10.1038/s41467-021-21268-3",
      "evidenceLabel": "Real-time feedback control of the impurity emission front in tokamak divertor plasmas"
    },
    {
      "id": "edge:research-control-cpt-025:PRIMARY_TASK:task-control-t5",
      "source": "research:control:cpt-025",
      "target": "task:control:t5",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-026:HAS_CODE:code-diii-d-east-detachment-feedback-applications-not-public",
      "source": "research:control:cpt-026",
      "target": "code:diii-d-east-detachment-feedback-applications-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "装置专用诊断处理与控制代码未公开。"
    },
    {
      "id": "edge:research-control-cpt-026:VALIDATED_ON:device-diii-d",
      "source": "research:control:cpt-026",
      "target": "device:diii-d",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-026:VALIDATED_ON:device-east",
      "source": "research:control:cpt-026",
      "target": "device:east",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-026:SUPPORTED_BY:paper-10-1016-j-nme-2021-100963",
      "source": "research:control:cpt-026",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1016-j-nme-2021-100963",
      "evidenceUrl": "https://doi.org/10.1016/j.nme.2021.100963",
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    },
    {
      "id": "edge:research-control-cpt-026:PRIMARY_TASK:task-control-t5",
      "source": "research:control:cpt-026",
      "target": "task:control:t5",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-027:HAS_CODE:code-diii-d-real-time-heat-flux-estimator-not-public",
      "source": "research:control:cpt-027",
      "target": "code:diii-d-real-time-heat-flux-estimator-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "实时估计与PCS实现未公开。"
    },
    {
      "id": "edge:research-control-cpt-027:VALIDATED_ON:device-diii-d",
      "source": "research:control:cpt-027",
      "target": "device:diii-d",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-027:SUPPORTED_BY:paper-10-1016-j-fusengdes-2021-112560",
      "source": "research:control:cpt-027",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1016-j-fusengdes-2021-112560",
      "evidenceUrl": "https://doi.org/10.1016/j.fusengdes.2021.112560",
      "evidenceLabel": "Real-time estimation and control of divertor surface heat flux on the DIII-D tokamak"
    },
    {
      "id": "edge:research-control-cpt-027:RELATED_TASK:task-control-t0",
      "source": "research:control:cpt-027",
      "target": "task:control:t0",
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      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-027:PRIMARY_TASK:task-control-t5",
      "source": "research:control:cpt-027",
      "target": "task:control:t5",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-027:RELATED_TASK:task-control-t9",
      "source": "research:control:cpt-027",
      "target": "task:control:t9",
      "relation": "RELATED_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-028:HAS_CODE:code-aug-nitrogen-seeding-feedback-not-public",
      "source": "research:control:cpt-028",
      "target": "code:aug-nitrogen-seeding-feedback-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "运行级装置控制未公开。"
    },
    {
      "id": "edge:research-control-cpt-028:VALIDATED_ON:device-asdex-upgrade",
      "source": "research:control:cpt-028",
      "target": "device:asdex-upgrade",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-028:SUPPORTED_BY:paper-10-1088-0741-3335-52-5-055002",
      "source": "research:control:cpt-028",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1088-0741-3335-52-5-055002",
      "evidenceUrl": "https://doi.org/10.1088/0741-3335/52/5/055002",
      "evidenceLabel": "Divertor power load feedback with nitrogen seeding in ASDEX Upgrade"
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    },
    {
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      "target": "code:tcv-actuator-manager-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "框架概念公开，装置实时实现未公开。"
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    {
      "id": "edge:research-control-cpt-044:VALIDATED_ON:device-iter",
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    {
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    {
      "id": "edge:research-control-cpt-044:PRIMARY_TASK:task-control-t8",
      "source": "research:control:cpt-044",
      "target": "task:control:t8",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-045:HAS_CODE:code-https-github-com-aneto0-marte2",
      "source": "research:control:cpt-045",
      "target": "code:https-github-com-aneto0-marte2",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceUrl": "https://github.com/aneto0/MARTe2",
      "evidenceLabel": "与JET/聚变实时控制相关的公开使能框架；不是历史RTPS专用配置与保护逻辑代码。"
    },
    {
      "id": "edge:research-control-cpt-045:VALIDATED_ON:device-jet",
      "source": "research:control:cpt-045",
      "target": "device:jet",
      "relation": "VALIDATED_ON",
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    {
      "id": "edge:research-control-cpt-045:SUPPORTED_BY:paper-https-scipub-euro-fusion-org-archives-jet-archive-centralised-coordinated-control-to-protect-the-jet-ite",
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      "target": "paper:https-scipub-euro-fusion-org-archives-jet-archive-centralised-coordinated-control-to-protect-the-jet-iter-like",
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      "domain": "control",
      "evidenceNodeId": "paper:https-scipub-euro-fusion-org-archives-jet-archive-centralised-coordinated-control-to-protect-the-jet-iter-like",
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    {
      "id": "edge:research-control-cpt-045:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-045",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
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      "id": "edge:research-control-cpt-046:HAS_CODE:code-iter-pcssp-not-public",
      "source": "research:control:cpt-046",
      "target": "code:iter-pcssp-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "平台与ITER模型未发现公开发行仓库。"
    },
    {
      "id": "edge:research-control-cpt-046:VALIDATED_ON:device-iter",
      "source": "research:control:cpt-046",
      "target": "device:iter",
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      "id": "edge:research-control-cpt-046:SUPPORTED_BY:paper-10-1016-j-fusengdes-2014-04-068",
      "source": "research:control:cpt-046",
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      "domain": "control",
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    {
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      "target": "task:control:t7",
      "relation": "RELATED_TASK",
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    {
      "id": "edge:research-control-cpt-046:PRIMARY_TASK:task-control-t9",
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      "target": "task:control:t9",
      "relation": "PRIMARY_TASK",
      "domain": "control"
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      "id": "edge:research-control-cpt-047:HAS_CODE:code-iter-pcs-exception-handling-implementation-not-public",
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      "target": "code:iter-pcs-exception-handling-implementation-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "论文为架构分析，不对应公开可执行代码。"
    },
    {
      "id": "edge:research-control-cpt-047:VALIDATED_ON:device-iter",
      "source": "research:control:cpt-047",
      "target": "device:iter",
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      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-047:SUPPORTED_BY:paper-10-1016-j-fusengdes-2017-05-013",
      "source": "research:control:cpt-047",
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      "domain": "control",
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    {
      "id": "edge:research-control-cpt-047:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-047",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-047:RELATED_TASK:task-control-t9",
      "source": "research:control:cpt-047",
      "target": "task:control:t9",
      "relation": "RELATED_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-048:HAS_CODE:code-jt-60sa-magnet-power-supply-supervisory-software-not-public",
      "source": "research:control:cpt-048",
      "target": "code:jt-60sa-magnet-power-supply-supervisory-software-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "装置电源与保护软件未公开。"
    },
    {
      "id": "edge:research-control-cpt-048:VALIDATED_ON:device-jt-60sa",
      "source": "research:control:cpt-048",
      "target": "device:jt-60sa",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
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      "id": "edge:research-control-cpt-048:SUPPORTED_BY:paper-10-1016-j-fusengdes-2019-03-009",
      "source": "research:control:cpt-048",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1016-j-fusengdes-2019-03-009",
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      "source": "research:control:cpt-048",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:https-www-jt60sa-org-wp-control-system",
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    {
      "id": "edge:research-control-cpt-048:PRIMARY_TASK:task-control-t7",
      "source": "research:control:cpt-048",
      "target": "task:control:t7",
      "relation": "PRIMARY_TASK",
      "domain": "control"
    },
    {
      "id": "edge:research-control-cpt-048:RELATED_TASK:task-control-t8",
      "source": "research:control:cpt-048",
      "target": "task:control:t8",
      "relation": "RELATED_TASK",
      "domain": "control"
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      "id": "edge:research-control-cpt-049:HAS_CODE:code-nstx-fast-ion-phase-space-workflow-not-public",
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      "target": "code:nstx-fast-ion-phase-space-workflow-not-public",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "实验分析与束调度实现未发现公开统一仓库。"
    },
    {
      "id": "edge:research-control-cpt-049:VALIDATED_ON:device-nstx",
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    },
    {
      "id": "edge:research-control-cpt-049:VALIDATED_ON:device-nstx-u",
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      "relation": "VALIDATED_ON",
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    },
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    },
    {
      "id": "edge:research-control-ctl-core-001:HAS_CODE:code-https-github-com-iterorganization-pcssp",
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    {
      "id": "edge:research-control-ctl-core-001:VALIDATED_ON:device-iter",
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      "id": "edge:research-control-ctl-core-002:HAS_CODE:code-https-www-3ds-com-products-simulia-opera",
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    },
    {
      "id": "edge:research-control-ctl-core-002:VALIDATED_ON:device-jt-60sa",
      "source": "research:control:ctl-core-002",
      "target": "device:jt-60sa",
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    },
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      "id": "edge:research-control-ctl-core-002:SUPPORTED_BY:paper-10-1016-j-fusengdes-2015-06-138",
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    {
      "id": "edge:research-control-ctl-core-002:PRIMARY_TASK:task-control-t1",
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    },
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      "domain": "control",
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    },
    {
      "id": "edge:research-control-ctl-core-003:HAS_CODE:code-py-efit-not-public",
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    },
    {
      "id": "edge:research-control-ctl-core-003:VALIDATED_ON:device-east",
      "source": "research:control:ctl-core-003",
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      "relation": "VALIDATED_ON",
      "domain": "control"
    },
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    {
      "id": "edge:research-control-ctl-core-003:PRIMARY_TASK:task-control-t1",
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      "id": "edge:research-control-ctl-core-004:HAS_CODE:code-diii-d-pcs-rtefit-toksys-not-public",
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    },
    {
      "id": "edge:research-control-ctl-core-004:VALIDATED_ON:device-diii-d",
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    },
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    },
    {
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      "source": "research:control:ctl-core-004",
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    },
    {
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    },
    {
      "id": "edge:research-control-ctl-core-004:RELATED_TASK:task-control-t3",
      "source": "research:control:ctl-core-004",
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      "relation": "RELATED_TASK",
      "domain": "control"
    },
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    },
    {
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    {
      "id": "edge:research-control-ctl-core-005:RELATED_TASK:task-control-t1",
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    },
    {
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      "domain": "control"
    },
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      "evidenceUrl": "https://github.com/FusionComputingLab/freegsnke",
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    },
    {
      "id": "edge:research-control-ctl-core-006:HAS_CODE:code-toksys-not-public",
      "source": "research:control:ctl-core-006",
      "target": "code:toksys-not-public",
      "relation": "HAS_CODE",
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      "evidenceLabel": "DIII-D/PCS 模型、控制设计和控制器在环工具"
    },
    {
      "id": "edge:research-control-ctl-core-006:VALIDATED_ON:device-diii-d",
      "source": "research:control:ctl-core-006",
      "target": "device:diii-d",
      "relation": "VALIDATED_ON",
      "domain": "control"
    },
    {
      "id": "edge:research-control-ctl-core-006:SUPPORTED_BY:paper-10-1016-s0920-3796-03-00322-3",
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      "relation": "SUPPORTED_BY",
      "domain": "control",
      "evidenceNodeId": "paper:10-1016-s0920-3796-03-00322-3",
      "evidenceUrl": "https://doi.org/10.1016/S0920-3796(03)00322-3",
      "evidenceLabel": "Advanced tokamak operation using the DIII-D plasma control system"
    },
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      "evidenceUrl": "https://github.com/iterorganization/PCSSP",
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    {
      "id": "edge:research-control-pcs-022:VALIDATED_ON:device-iter",
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      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "面向ITER贡献者注册分发，包含开源与ITER专用组件。"
    },
    {
      "id": "edge:research-control-pcs-023:HAS_CODE:code-https-github-com-epics-base-epics-base",
      "source": "research:control:pcs-023",
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      "domain": "control",
      "evidenceUrl": "https://github.com/epics-base/epics-base",
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    {
      "id": "edge:research-control-pcs-023:VALIDATED_ON:device-iter",
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      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "链接为GA合作入口；装置专用生产分支未公开。"
    },
    {
      "id": "edge:research-control-pcs-024:HAS_CODE:code-https-github-com-mdsplus-mdsplus",
      "source": "research:control:pcs-024",
      "target": "code:https-github-com-mdsplus-mdsplus",
      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceUrl": "https://github.com/MDSplus/mdsplus",
      "evidenceLabel": "数据和配置归档使能框架，不是PCS算法。"
    },
    {
      "id": "edge:research-control-pcs-024:VALIDATED_ON:device-nstx",
      "source": "research:control:pcs-024",
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    {
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    {
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    },
    {
      "id": "edge:research-control-pcs-025:VALIDATED_ON:device-nstx-u",
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      "domain": "control"
    },
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      "domain": "control",
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      "domain": "control",
      "evidenceNodeId": "paper:https-bp-pub-pppl-gov-pub-report-2014-pppl-5045-abs-html",
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    {
      "id": "edge:research-control-pcs-025:RELATED_TASK:task-control-t2",
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      "domain": "control",
      "evidenceLabel": "链接为GA合作入口；生产分支未公开，论文明确其GA PCS血缘。"
    },
    {
      "id": "edge:research-control-pcs-026:VALIDATED_ON:device-mast-upgrade",
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    },
    {
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    {
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      "domain": "control",
      "evidenceLabel": "装置与成果有机构页面，未发现生产PCS或WMS控制分支的公开仓库。"
    },
    {
      "id": "edge:research-control-pcs-027:VALIDATED_ON:device-west",
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      "relation": "HAS_CODE",
      "domain": "control",
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    },
    {
      "id": "edge:research-control-pcs-028:VALIDATED_ON:device-jt-60sa",
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      "domain": "control",
      "evidenceUrl": "https://github.com/epics-base/epics-base",
      "evidenceLabel": "设备控制使能框架，不包含J-TEXT装置配置或反馈算法。"
    },
    {
      "id": "edge:research-control-pcs-030:HAS_CODE:code-jrtf-j-text-control-code-not-public",
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      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "论文直接系统实现，未发现公开仓库。"
    },
    {
      "id": "edge:research-control-pcs-030:VALIDATED_ON:device-j-text",
      "source": "research:control:pcs-030",
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    },
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    },
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    },
    {
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      "relation": "HAS_CODE",
      "domain": "control",
      "evidenceLabel": "原始会议材料描述内部框架；未发现公共源码。"
    },
    {
      "id": "edge:research-control-pcs-031:VALIDATED_ON:device-sparc",
      "source": "research:control:pcs-031",
      "target": "device:sparc",
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      "domain": "control"
    },
    {
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      "source": "research:control:pcs-031",
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      "relation": "RELATED_TASK",
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    },
    {
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