研究版图
研究
电力电子与人工智能驱动的新型电力系统
我的研究将电力系统快速动态与控制、优化和可信人工智能相连接，旨在提升含基于逆变器的资源（IBRs）的现代电网在安全性、韧性、灵活性与经济性方面的表现。
- 2 大研究愿景
- 8 个相互关联的主题
- 代表性 研究成果
两项相互补充的研究愿景
第一项愿景建立 IBR 主导电网的物理与数学基础；第二项愿景发展能够在这些基础上运行的智能模型、工程智能体与基础设施。
愿景 1
IBR 主导电力系统的控制与优化
建立统一的模型、稳定边界、控制与优化方法，将 IBR 快速动态与安全、韧性和经济高效的系统级决策连接起来。
- 逆变器型资源
- 动态稳定性
- 控制与优化
- 动态安全
该愿景下的研究主题
愿景 2
AI 驱动的智能电力系统
发展物理可信、可验证的 AI 模型与智能体，服务于电力系统预测、控制、优化、工程执行及电网–AI 基础设施协同。
- 物理信息 AI
- 可验证 AI
- 工程智能体
- 电网–AI 协同设计
该愿景下的研究主题
各研究方向如何连接
两项愿景遵循一条从系统表征走向可衡量工程结果的共同路径；人工智能既是贯穿其中的方法，也是需要与电网协同设计的基础设施。
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模型
以决策所需的精度表征物理动态与学习型动态。
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边界
刻画稳定性、可行性、资源能力、不确定性与安全边界。
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决策
将这些边界嵌入控制、运行、规划、市场与工程工作流。
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结果
从安全、韧性、成本、可复现性与可验证性评价最终结果。
研究主题
每个主题概括核心研究问题与主要方法，突出一项代表性成果，并汇集所有相关成果。
筛选研究主题:
愿景 · IBR 主导电力系统
IBR 建模、控制与稳定性
面向异构 IBR 与交直流混联系统，发展可服务于决策的动态模型、稳定性认证以及协调与自适应控制方法。
- 动态建模
- 稳定性认证
- 构网型控制
- 自适应控制
代表性成果
Systematic Controller Design for Inverter-Based Microgrids With Certified Large-Signal Stability and Domain of Attraction2023 · IEEE Transactions on Smart Grid
展开研究问题与相关成果：IBR 动态、控制与稳定性
核心研究问题
- 可服务于决策的动态表征
- 稳定性表征与认证
- IBR 协调与自适应控制
相关成果 (18)
- Hybrid Symbolic-Numerical Modeling and Parametric Stability Analysis of DC-AC Power Systems 2026 · IEEE Open Access Journal of Power and Energy
- Control Oriented Models for Co-Design: Technical Overview of MT-HVDC, MVDC, and Solid-State Transformer Building Blocks 2025 · Pacific Northwest National Laboratory report PNNL-38364
- Co-design of Multi-Terminal DC Transmission Systems Topology and Energy Storage for Offshore Wind Farm Grid Interconnection 2025 · American Control Conference (ACC)
- A Data-Driven Adaptive Control Approach for Enhancing the Dynamic Response of VSGs in Varying Grid Conditions 2025 · IEEE Transactions on Power Delivery
- Virtual Inertia Scheduling (VIS) for Microgrids With Static and Dynamic Security Constraints 2024 · IEEE Transactions on Sustainable Energy
- Configuration and EMT Simulation of the 240-Bus MiniWECC System Integrating Offshore Wind Farms 2024 · arXiv preprint
- Evaluating the Equivalent Inertia of Grid-Following and Grid-Forming Inverter-Based Resources 2024 · IEEE Transactions on Energy Conversion
- Converter-Based Microgrid Platform Development for Inverter Based Resource Control Parameters Testing 2024 · IEEE Applied Power Electronics Conference and Exposition (APEC)
- Safe Reinforcement Learning for Grid-forming Inverter Based Frequency Regulation with Stability Guarantee 2024 · Journal of Modern Power Systems and Clean Energy
- Methods and Apparatus for Controlling an Inverter 2024 · U.S. Patent
- Enhancing Microgrid Flexibility, Stability, and Economy with Inverter-based Resources 2023 · University of Tennessee, Knoxville (Ph.D. dissertation)
- Systematic Controller Design for Inverter-Based Microgrids With Certified Large-Signal Stability and Domain of Attraction 2023 · IEEE Transactions on Smart Grid
- Inverter PQ Control With Trajectory Tracking Capability for Microgrids Based on Physics-Informed Reinforcement Learning 2023 · IEEE Transactions on Smart Grid, vol. 15, no. 1
- Decentralized and Coordinated V-f Control for Islanded Microgrids Considering DER Inadequacy and Demand Control 2023 · IEEE Transactions on Energy Conversion
- Virtual Synchronous Generator Control Using Twin Delayed Deep Deterministic Policy Gradient Method 2023 · IEEE Transactions on Energy Conversion, vol. 39, no. 1
- Fusion of Microgrid Control With Model-Free Reinforcement Learning: Review and Vision 2022 · IEEE Transactions on Smart Grid, vol. 14, no. 4
- Time Delay of Wide Area Damping Control in Urban Power Grid: Model-Based Analysis and Data-Driven Compensation 2022 · Frontiers in Energy Research, vol. 10
- Improving Virtual Synchronous Generator Control in Microgrids Using Fuzzy Logic Control 2022 · IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia)
愿景 · IBR 主导电力系统
网络运行边界与资源能力
刻画可行域、安全域和网络能力曲线的几何结构、计算方法与限制机理，并将其转化为规划和运行约束。
- 运行边界
- 安全域
- 能力曲线
- 边界感知决策
展开研究问题与相关成果：运行边界与资源能力
核心研究问题
- 可行域的几何结构与认证
- 网络能力曲线与限制机理
- 边界感知的规划与运行
相关成果 (24)
- Dynamic Operating Envelopes of Distribution Systems with Virtual Power Plants Under Heat and Cold Waves 2025 · American Control Conference (ACC)
- A General Simplification and Acceleration Method for Distribution System Optimization Problems 2025 · Protection and Control of Modern Power Systems
- Distribution System Security Region with Energy Storage Systems 2024 · Energy
- Judgment Theorem of Security Boundary for Distribution Systems 2024 · International Journal of Electrical Power & Energy Systems
- The Influence Mechanism of Substation Transformer on Total Supply Capability (TSC) of Distribution Networks 2024 · Electric Power Systems Research
- Critical Flow-Based Fast Algorithm for the Total Supply Capability Curve of Distribution Networks 2023 · Arabian Journal for Science and Engineering
- Complete Limits of Flow Network Based on Critical Flow: Concept, Model, Algorithm, Visualization, and Applications 2023 · Arabian Journal for Science and Engineering
- Operational boundary of flow network 2023 · Reliability Engineering & System Safety, vol. 231
- Mathematical Model and Mechanism of TSC Curve for Distribution Networks 2022 · International Journal of Electrical Power & Energy Systems
- Geometric Property of Distribution System Security Region: Size and Shape 2022 · Electric Power Systems Research
- Total Supply and Accommodation Capability Curves for Active Distribution Networks: Concept and Model 2021 · International Journal of Electrical Power & Energy Systems
- Gas Transmission Capability Curve of Natural Gas System: Concept and Steady-State Model 2021 · Journal of Natural Gas Science and Engineering
- Security Region and Total Supply Capability under N-0 for Urban Distribution Network 2020 · IEEE Power & Energy Society General Meeting (PESGM)
- 配电网安全域的特殊二维图像：发现、机理及用途 2020 · Proceedings of the CSEE
- 配电网安全域的全维直接观测 2020 · Transactions of China Electrotechnical Society, vol. 35, no. 19
- 基于文献综述的配电网供电能力术语规范化建议 2020 · Automation of Electric Power Systems
- Locating and Sizing of Partition Flexible Interconnection Converter Station in Large Urban Power Grids 2019 · IET Generation, Transmission & Distribution
- 配电网的供电能力曲线和消纳能力曲线 2019 · Master's thesis
- 配电网供电能力曲线的规律与机理 2019 · Proceedings of the CSEE
- 配电网接线模式的综合效率评价 2019 · Power System Technology
- 部分元件 N-1 下的配电网供电能力与安全域 2019 · Power System Technology
- 配电网安全域的 N×N 形式维度 2019 · Power System Technology
- Boundary supply capability for distribution systems: concept, indices and calculation 2018 · IET Generation, Transmission & Distribution, vol. 12, no. 2
- 配电网的供电能力分布 2017 · Power System Technology
愿景 · IBR 主导电力系统
动态安全约束决策
将快速动态、稳定约束和设备可控能力嵌入运行、调度、规划、协同设计与市场决策。
- 动态安全
- 稳定约束优化
- 虚拟惯量调度
- 市场设计
代表性成果
Virtual Inertia Scheduling (VIS) for Real-Time Economic Dispatch of IBR-Penetrated Power Systems2023 · IEEE Transactions on Sustainable Energy
展开研究问题与相关成果：动态安全决策
核心研究问题
- 连接快速动态与系统级决策
- 动态安全约束下的运行与规划
- 资产、控制与运行的协同设计
- 稳定性的经济价值与市场表达
- 经济流与动态市场设计
相关成果 (15)
- PowerMorph: Shaping LLM Training for Data Center Demand Response 2026 · IEEE International Parallel and Distributed Processing Symposium (IPDPS)
- Control Co-Design Under Uncertainty for Offshore Wind Farms: Optimizing Grid Integration, Energy Storage, and Market Participation 2026 · Renewable Energy Focus
- Techno-Economic Boundary Analysis of Small Modular Reactor Cogeneration for Hyperscale Data Center IT and Cooling Loads 2026 · arXiv preprint
- Security-Constrained Operation of IBR-Dominated Power Systems: Static and Dynamic Security Across Preventive and Corrective Decisions 2026 · arXiv preprint
- Control Oriented Models for Co-Design: Technical Overview of MT-HVDC, MVDC, and Solid-State Transformer Building Blocks 2025 · Pacific Northwest National Laboratory report PNNL-38364
- Virtual Inertia Scheduling in Unit Commitment for IBR-Penetrated Low-Inertia Systems 2025 · IEEE Power & Energy Society General Meeting (PESGM)
- Co-design of Multi-Terminal DC Transmission Systems Topology and Energy Storage for Offshore Wind Farm Grid Interconnection 2025 · American Control Conference (ACC)
- Dynamics-Incorporated Modeling Framework for Stability Constrained Scheduling Under High-Penetration of Renewable Energy 2025 · IEEE Transactions on Sustainable Energy
- Virtual Inertia Scheduling (VIS) for Microgrids With Static and Dynamic Security Constraints 2024 · IEEE Transactions on Sustainable Energy
- Configuration and EMT Simulation of the 240-Bus MiniWECC System Integrating Offshore Wind Farms 2024 · arXiv preprint
- Evaluating the Equivalent Inertia of Grid-Following and Grid-Forming Inverter-Based Resources 2024 · IEEE Transactions on Energy Conversion
- Electric Vehicles Charging Time Constrained Deliverable Provision of Secondary Frequency Regulation 2024 · IEEE Transactions on Smart Grid
- Enhancing Microgrid Flexibility, Stability, and Economy with Inverter-based Resources 2023 · University of Tennessee, Knoxville (Ph.D. dissertation)
- Virtual Inertia Scheduling (VIS) for Real-Time Economic Dispatch of IBR-Penetrated Power Systems 2023 · IEEE Transactions on Sustainable Energy
- A Distributed Consensus-Based Optimal Energy Management Approach in DC Microgrids 2022 · International Journal of Electrical Power & Energy Systems
愿景 · IBR 主导电力系统
韧性与网络物理安全
通过可复现的事件证据量化系统韧性，并发展与物理后果相联系的网络防御、极端事件运行和恢复方法。
- 韧性度量
- 网络物理安全
- 极端事件
- 系统恢复
代表性成果
A Review of Energy Storage for Power System Resilience: Functions, Metrics, and Applications2026 · Applied Energy
展开研究问题与相关成果：韧性与网络物理安全
核心研究问题
- 基于事件证据的韧性度量
- 网络物理监测与防御
- 极端事件下的运行与恢复
相关成果 (8)
- Graph-Theoretic Meter Encoding for Detecting False Data Injection Attacks in Partially Measured Transmission Systems 2026 · IEEE Transactions on Smart Grid
- A Review of Energy Storage for Power System Resilience: Functions, Metrics, and Applications 2026 · Applied Energy
- Descriptor: United States Event-Correlated Power Outage Dataset (USECPO) 2025 · IEEE Data Descriptions
- Dynamic Operating Envelopes of Distribution Systems with Virtual Power Plants Under Heat and Cold Waves 2025 · American Control Conference (ACC)
- Rapid Monitoring and Defense Approach for Resilience Improvement of Grid Cyber Security 2024 · IEEE Transactions on Industry Applications
- Guest Editorial: Operational and Structural Resilience of Power Grids with High Penetration of Renewables 2024 · IET Renewable Power Generation
- False Data Injection Attack and Corresponding Countermeasure in Multienergy Systems 2023 · IEEE Transactions on Power Systems, vol. 39, no. 2
- Post-storm repair crew dispatch for distribution grid restoration using stochastic Monte Carlo tree search and deep neural networks 2023 · International Journal of Electrical Power & Energy Systems, vol. 144
愿景 · AI 驱动的智能电力系统
面向电力系统的物理信息与可信 AI
将物理规律、网络结构、不确定性、运行约束和安全证书嵌入学习模型，支撑安全关键的电力系统建模、控制与优化。
- 物理信息学习
- 安全强化学习
- 可验证 AI
- 学习型动态表征
代表性成果
Inverter PQ Control With Trajectory Tracking Capability for Microgrids Based on Physics-Informed Reinforcement Learning2023 · IEEE Transactions on Smart Grid, vol. 15, no. 1
展开研究问题与相关成果：物理信息与可信 AI
核心研究问题
- 物理约束与可认证学习
- 安全自适应与泛化
- 可学习的动态表征
相关成果 (7)
- Bridging Artificial Intelligence and Power Systems Education Using a Hands-On Executable Framework 2026 · arXiv preprint
- A Data-Driven Adaptive Control Approach for Enhancing the Dynamic Response of VSGs in Varying Grid Conditions 2025 · IEEE Transactions on Power Delivery
- Safe Reinforcement Learning for Grid-forming Inverter Based Frequency Regulation with Stability Guarantee 2024 · Journal of Modern Power Systems and Clean Energy
- Inverter PQ Control With Trajectory Tracking Capability for Microgrids Based on Physics-Informed Reinforcement Learning 2023 · IEEE Transactions on Smart Grid, vol. 15, no. 1
- Virtual Synchronous Generator Control Using Twin Delayed Deep Deterministic Policy Gradient Method 2023 · IEEE Transactions on Energy Conversion, vol. 39, no. 1
- Fusion of Microgrid Control With Model-Free Reinforcement Learning: Review and Vision 2022 · IEEE Transactions on Smart Grid, vol. 14, no. 4
- Time Delay of Wide Area Damping Control in Urban Power Grid: Model-Based Analysis and Data-Driven Compensation 2022 · Frontiers in Energy Research, vol. 10
愿景 · AI 驱动的智能电力系统
智能工程 Agent 与自动化科研
发展领域化大语言模型（LLMs）与工程 Agent，将工程意图转化为可执行、可追踪且由物理与数值结果验证的人机协同工作流。
- 大语言模型
- 工程 Agent
- 结果验证
- 自动化科研
代表性成果
PFAgent: A Tractable and Self-Evolving Power-Flow Agent for Interactive Grid Analysis2026 · arXiv preprint
展开研究问题与相关成果：工程 Agent 与自动化科研
核心研究问题
- 可执行的工程智能体
- 基于结果的 Agent 验证与基准
- 人类监督下的自动化科研
相关成果 (3)
- PFAgent: A Tractable and Self-Evolving Power-Flow Agent for Interactive Grid Analysis 2026 · arXiv preprint
- Power-Flow Benchmark for LLM-based Power System Agent Evaluation (PFBench) 2026 · IEEE DataPort
- Empowering Scientific Datasets with Large Language Models 2024 · SC24 Research Poster
愿景 · AI 驱动的智能电力系统
面向运行、规划与控制的决策智能
在有限数据、结构变化和不确定性条件下，将预测、学习型表征与学习增强控制连接到可行、可靠且计算可承受的工程决策。
- 预测
- 不确定性
- 预测到决策
- 学习增强控制
代表性成果
Fusion of Microgrid Control With Model-Free Reinforcement Learning: Review and Vision2022 · IEEE Transactions on Smart Grid, vol. 14, no. 4
展开研究问题与相关成果：决策智能
核心研究问题
- 新情景与有限数据下的预测
- 预测与决策的耦合
相关成果 (6)
- Bridging Artificial Intelligence and Power Systems Education Using a Hands-On Executable Framework 2026 · arXiv preprint
- Forecasting for Large Loads: Current Practices and Recommendations 2025 · Energy Systems Integration Group
- Machine learning-assisted prediction of heat fluxes through thermally anisotropic building envelopes 2023 · Building and Environment
- Post-storm repair crew dispatch for distribution grid restoration using stochastic Monte Carlo tree search and deep neural networks 2023 · International Journal of Electrical Power & Energy Systems, vol. 144
- Fusion of Microgrid Control With Model-Free Reinforcement Learning: Review and Vision 2022 · IEEE Transactions on Smart Grid, vol. 14, no. 4
- A Machine Learning-Assisted Framework to Control Thermally Anisotropic Building Envelopes in Residential Buildings 2022 · Thermal Performance of the Exterior Envelopes of Whole Buildings XV International Conference
愿景 · AI 驱动的智能电力系统
AI 基础设施与电网协同设计
跨计算、热管理、电气和电网层协同设计 AI 工作负荷与数据中心，在保障计算服务的同时改善可靠性、经济性与环境表现。
- 数据中心
- 灵活 AI 负荷
- 电网友好交互
- 基础设施协同设计
代表性成果
PowerMorph: Shaping LLM Training for Data Center Demand Response2026 · IEEE International Parallel and Distributed Processing Symposium (IPDPS)
展开研究问题与相关成果：电网–AI 基础设施协同设计
核心研究问题
- 电网友好且节能的 AI 工作负荷
- 面向 AI 基础设施的能源系统协同设计
- 全生命周期与环境影响
相关成果 (3)
- PowerMorph: Shaping LLM Training for Data Center Demand Response 2026 · IEEE International Parallel and Distributed Processing Symposium (IPDPS)
- Techno-Economic Boundary Analysis of Small Modular Reactor Cogeneration for Hyperscale Data Center IT and Cooling Loads 2026 · arXiv preprint
- Forecasting for Large Loads: Current Practices and Recommendations 2025 · Energy Systems Integration Group
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