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Xiao Tannan

Assistant Research Fellow

Power System Stability Analysis and Control, Power System Simulation Intelligence, High-Performance Computing, Digital Twin

3-416#, Westing Main Building, Tsinghua University, Beijing China

xiaotn@mail.tsinghua.edu.cn

​Biography

Assistant Research Fellow at the State Key Laboratory of Power System Operation and Control, Tsinghua University. His research primarily focuses on power system simulation, artificial intelligence, and digital twin technologies. He has successfully led one project funded by the National Natural Science Foundation of China and two projects supported by the China Postdoctoral Science Foundation. Additionally, He has participated in over 20 projects funded by the National Key Research and Development Program of China, the National Science and Technology Major Project, and other collaborative initiatives. His publication record includes over 30 SCI/EI-indexed papers, and He has filed more than 40 invention patents. His research contributions have been recognized with the Best Paper Award at the 2021 IEEE PES General Meeting, the Excellent Paper Award from the China Simulation Federation in 2022, and the First Prize of the China Simulation Federation Science and Technology Award in 2023.

He has also publicly released four open-source projects related to power system simulation and artificial intelligence applications:

Dec. 2023 – Present Tsinghua University State Key Laboratory of Power System Operation and Control Assistant Research Fellow

Jun. 2020 – Dec. 2023 Tsinghua University Department of Electrical Engineering Postdoctoral Researcher

Sep. 2013 – Dec. 2019 Zhejiang University Electrical Engineering Ph.D. Candidate

Sep. 2009 – Jun. 2013 Zhejiang University Power System and Automation Undergraduate Student


Research Project

[1]Jan. 2022 - Dec. 2024: "Data-Driven Uncertainty Modeling, Analysis, and Optimization of Power System Inter-Area Transfer Limits," National Natural Science Foundation of China (NSFC) Young Scientists Fund. Completed, Principal Investigator (PI).

[2]Aug. 2021 - Mar. 2023: "Optimal Allocation of Power System Inter-Area Transfer Limits Based on Massive Simulations," China Postdoctoral Science Foundation (General Program). Completed, PI.

[3]Jun. 2020 - Mar. 2023: "Research on Power System Transient Stability Emergency Control Technology Based on Artificial Intelligence," China Postdoctoral Science Foundation (Special Program for Pre-Station). Completed, PI.

[4]Dec. 2024 - Nov. 2028: "Miniaturization and Digital-Intelligence Technology for Urban Flexible DC Converter Stations," National Key Research and Development Program (Major Project on Smart Grid 2030). Ongoing, Sub-project Leader.

[5]Jan. 2023 - Dec. 2026: "Research on Basic Theories and Methods for Digital Twin of New Distribution Systems," NSFC Joint Fund. Ongoing, Core Participant.

[6]Dec. 2021 - Dec. 2024: "Non-Predefined Autonomous Collaborative Stability Control Technology for AC/DC Hybrid Power Grids," National Key Research and Development Program. Completed, Key Project Member.

[7]Dec. 2024 - Dec. 2026: "Research on Key Technologies for Online Security Analysis and Control Decision Generation for New Power Systems," State Grid Corporation of China (SGCC) Science and Technology Project. Ongoing, Project Leader.

[8]Dec. 2023 - Dec. 2025: "Research on Dominant Stability Feature Identification and Coordinated Prevention & Control Technology for 10 GW-level New Energy Collection and Transmission Systems," SGCC Science and Technology Project. Ongoing, Core Member.

[9]Dec. 2023 - Jun. 2026: "Research on Intelligent Extraction of Stability Characteristics and Auxiliary Decision-Making for Operational Mode Adjustment Based on Mass Data Driving," China Southern Power Grid (CSG) Science and Technology Project. Ongoing, Core Member.

[10]Dec. 2023 - Sep. 2026: "Research on Adaptive Modeling Methods for Electro-Mechanical and Electro-Magnetic Hybrid Simulation in High-Penetration Power Systems," CSG Science and Technology Project. Ongoing, Core Member.

[11]Dec. 2023 - Dec. 2025: "Research on Dominant Stability Feature Identification and Coordinated Prevention & Control Technology for 10 GW-level New Energy Collection and Transmission Systems," SGCC Science and Technology Project. Ongoing, Core Member.

[12]Aug. 2023 - Dec. 2025: "Research on Modeling and Control Technologies for Offshore Wind Turbine Clusters Considering Multi-Field Coupling Characteristics," CSG Science and Technology Project. Ongoing, Core Member.

[13]Mar. 2024 - Aug. 2026: "Key Technologies for Mechanism-Data Fusion Driven Modeling and Multi-Time Scale Dynamic Simulation Collaborative Interface," CSG Science and Technology Project. Ongoing, Core Member.

[14]Jan. 2023 - Dec. 2024: "Key Intelligent Technologies and Typical Applications for New Power System Simulation," Key Project of State Key Laboratory of Power System and Large-Scale Power Generation Equipment Safety Control and Simulation, Tsinghua University. Completed, Core Member.

[15]Jan. 2021 - Dec. 2023: "Research and Demonstration of Digital Twin Modeling and Operational Efficiency Improvement Technology for Wind-Solar-Storage Bases," SGCC Science and Technology Project. Completed, Core Member.

[16]Jul. 2021 - Dec. 2023: "Research on Security Defense System for Large-Scale AC/DC Hybrid Clean Energy Transmission-End Grids," SGCC Science and Technology Project. Completed, Core Member.

[17]Jan. 2023 - Nov. 2023: "Key Technologies and Typical Applications for Minimizing Data Acquisition in New Distribution Systems," State Grid Shanghai Municipal Electric Power Company Science and Technology Project. Completed, Core Member.

[18]Jun. 2020 - Sep. 2021: "Research on the Application of Artificial Intelligence Technology in Power System Operational Optimization and Auxiliary Decision Making," CSG Science and Technology Project. Completed, Core Member.

[19]Jan. 2018 - Dec. 2020: "Research on Supporting Technologies for Power System Operational Mode Calculation Platform Based on Supercomputing," SGCC Headquarters Science and Technology Project. Completed, Core Member.

[20]Jun. 2015 - Oct. 2017: "Research and Application of Online Real-Time Stability Control Technology," Nanjing NARI-Relays Electric Co., Ltd. Project. Completed, Core Member.

[21]Jan. 2012 - Dec. 2014: "Power Grid State Perception, Risk Assessment, Fault Diagnosis, and Dispatching Technology," National High-Tech Research and Development Program (863 Program). Completed, Core Member.

[22]Jan. 2012 - Dec. 2014: "Research on Security and Stability Control Technology for UHV AC/DC Hybrid Grid Connected to Hunan Power Grid," SGCC Science and Technology Project. Completed, Core Member.

[23]Jan. 2013 - Dec. 2014: "Research on Core Theories and Key Technologies for Resilient Power Systems," SGCC Science and Technology Project. Completed, Core Member.

Award and honors

[1]2023, First Prize, China Simulation Federation Science and Technology Award: "Million-Node Level High-Performance Cloud Simulation Platform for New Power Systems," awarded by the China Simulation Federation.

[2]2022, Excellent Paper Award, China Simulation Federation: "Modeling of Wind Farm Low Voltage Ride-Through Characteristics Based on Differential Neural Networks," awarded by the China Simulation Federation.

[3]2021, Best Paper Award, 2021 IEEE Power & Energy Society General Meeting (PESGM 2021).

[4]2019, Second Prize, Power Science and Technology Innovation Award (Technology Category): "Research and Demonstration Application of Regional Power Grid Stability Control Technology Based on Ultra-Real-Time Simulation," awarded by the China Electricity Council.

[5]2024, Best Presentation Award, The 6th International Conference on Power and Energy Technology (ICPET 2024).

[6]2022, Best Presentation Award, The 5th International Conference on Renewable Energy and Environment Engineering (REEE 2022).

[7]2021, Best Presenter Award, The 8th International Conference on Power and Energy Systems Engineering (CPESE 2021).

[8]2014, First Prize, Science and Technology Progress Award of State Grid Hunan Electric Power Company: "Research on Security and Stability Control Technology for UHV AC/DC Hybrid Grid Connected to Hunan Power Grid," awarded by the State Grid Hunan Electric Power Company.


Publications

[1] Tannan Xiao, Ying Chen*, Shaowei Huang, Tirui He, and Huizhe Guan, “Feasibility Study of Neural ODE and DAE Modules for Power System Dynamic Component Modeling,” IEEE Transactions on Power System, vol. 38, no. 3, pp. 2666-2678, May 2023.

[2] Tannan Xiao, Weilin Tong, and Jianquan Wang*, “A New Fully Parallel BBDF Method in Transient Stability Simulations,” IEEE Transactions on Power System, vol. 35, no. 1, pp. 304–314, Jan. 2020.

[3] Tannan Xiao, Weilin Tong, and Jianquan Wang*, “Study on Reducing the Parallel Overhead of the BBDF Method for Power System Transient Stability Simulations,” IEEE Transactions on Power System, vol. 35, no. 1, pp. 539–550, Jan. 2020.

[4] Tannan Xiao, Jianquan Wang*, Yifan Gao, and Deqiang Gan, “Improved Sparsity Techniques for Solving Network Equations in Transient Stability Simulations,” IEEE Transactions on Power System, vol. 33, no. 5, pp. 4878–4888, Sep. 2018.

[5] Tannan Xiao, Ying Chen*, Han Diao, Shaowei Huang, and Chen Shen, “On Fast-Converged Deep Reinforcement Learning for Optimal Dispatch of Large-Scale Power Systems under Transient Security Constraints.” Journal of Modern Power Systems and Clean Energy, Accepted for publication.

[6] Tannan Xiao, Ying Chen*, Jianquan Wang, Shaowei Huang, Weilin Tong, and Tirui He, “Exploration of Artificial Intelligence Oriented Power System Dynamic Simulators,” Journal of Modern Power Systems and Clean Energy, vol. 11, no. 2, pp. 401-411, Mar. 2023.

[7] Tannan Xiao, Yu Zou, Yanhui Xia, Weilin Tong, Yifan Gao, and Jianquan Wang*, “Design and tests of a super real-time simulation-based power system real-time decision-making emergency control system,” IET Generation Transmission & Distribution, vol. 14, no. 9, pp. 1714–1725, May 2020.

[8] Bingchen Wang, Lifu Ding*, Tannan Xiao*, Ying Chen, and Qiuyu Lu, “A novel analytical wake model for mountain wind farms considering variable surface roughness and wake effects of near-middle region,” Renewable Energy, 2025, 243: 122442.

[9] Lifu Ding, Ying Chen*, Tannan Xiao, Shaowei Huang, Chen Shen, and Ao Guo, “Topology-aware fault diagnosis for microgrid clusters with diverse scenarios generated by digital twins,” Applied Energy, vol. 378, p. 124794, Jan. 2025.

[10] Yifan Gao, Jianquan Wang*, Tannan Xiao, and Daozhuo Jiang, “Fast emergency control strategy calculation based on dynamic equivalence and integral sensitivity,” Frontiers Information Technology & Electronic Engineering, vol. 20, no. 8, pp. 1119–1132, Aug. 2019.

[11] Tannan Xiao, Weilin Tong, Jianquan Wang*, and Ying Chen, “A Fully Parallel Nested BBDF method for Power System Transient Stability Simulations,” in 2021 IEEE Power & Energy Society General Meeting (PESGM 2021), July 2021, Best Paper.

[12] Tannan Xiao, Shuai Xiao, Jianquan Wang*, Yuehui Chen, Wenlei Zhang, Junying Song, "Automatic Selection Method for UHV AC Substation Siting, DC Dropping Points, and New Line Construction Based on PSO," High Voltage Engineering, 2015, 41(03): 815–823. (In Chinese)

[13] Xinwei Sun, Yunyang Xu, Tannan Xiao*, Han Diao, Shaowei Huang, Bo Zhou, and Wei Wei, “A Preliminary Study on the Application of Large Language Models in Power System Simulations,” in The 6th International Conference on Power and Energy Technology (ICPET 2024), Accepted for publication, pending indexing.

[14] Tinghui Zhou, Ligang Zhao, Hongyue Zhen, Yuankang Li, Tannan Xiao*, and Ying Chen, “Power System Transient Stability Analysis Based on Transformer and Supervised Contrastive Learning,” in The 9th International Conference on Power and Renewable Energy (ICPRE 2024), Accepted for publication, pending indexing.

[15] Weilin Tong, Ming Chen, Guangzhong Yang, Jianquan Wang, and Tannan Xiao*, “Optimization of Series Reactors and VAR Compensators Installation for Inhibiting Multiinfeed HVDC Commutation Failure,” in 2020 IEEE 1st China International Youth Conference on Electrical Engineering (CIYCEE), Nov. 2020, pp. 1–7.

[16] Bingchen Wang, Tannan Xiao, Ying Chen*, and Lifu Ding, “An accelerated algorithm for estimating wake interactions between wind turbines with FLORIDyn,” in The 7th IEEE Conference on Energy Internet and Energy System Integration (EI2 2023), Dec. 2023, pp. 1389-1394.

[17] Xiaokang Lai, Tannan Xiao, Ying Chen*, and Lifu Ding, “Detection of False Data Injection Attacks in Smart Grid Based on Graph Signal Processing,” in The 7th IEEE Conference on Energy Internet and Energy System Integration (EI2 2023), Dec. 2023, pp. 536–541.

[18] Han Diao, Tannan Xiao, Shaowei Huang*, Ying Chen, Chen Shen. "Data-driven Critical Section Screening in Power Systems." Power System Technology, 2023, 47(10): 4035-4046. (In Chinese)

[19] Yingrui Zhuang, Tannan Xiao, Lin Cheng, Ying Chen*, Huizhe Guan. "Power System Transient Stability Assessment Based on Spatio-Temporal Graph Convolutional Networks." Automation of Electric Power Systems, 2022, 46(11): 11-18. (In Chinese)

[20] Lifu Ding, Ying Chen*, Tannan Xiao, Shaowei Huang, Chen Shen. "Preliminary Exploration of Generative Application Modes for New Power Systems Based on Large Language Models." Automation of Electric Power Systems, 2024, 48(19): 1-13. (In Chinese)

[21] Ao Guo, Ying Chen*, Tannan Xiao, Zhitong Yu, Yankan Song. "Fault Detection Method for Multi-Topology Microgrid Clusters Based on Message Passing Networks." High Voltage Engineering, 2023, 49(6): 2339-2347. (In Chinese)

[22] Qifeng Lv, Ying Chen*, Tannan Xiao, Zhitong Yu, Yankan Song, Tong Zhu. "Super-Resolution Measurement Generation Method for Distribution Networks Based on Graph Attention Networks." Automation of Electric Power Systems, 2022, 47(5): 26-34. (In Chinese)

[23] Kangkang Wang, Shengwei Mei, Wei Wei, Tannan Xiao, Shaowei Huang*, Xinwei Sun. "Fast Transient Security Assessment Method Based on Graph Convolutional Networks." Power System Protection and Control, 2023, 51(01): 43-51. (In Chinese)

[24] Huanhuan Nie, Jiaqi Zhang, Ying Chen*, Tannan Xiao. "Real-Time Economic Dispatch of Multi-Energy Park Based on Bi-Level Reinforcement Learning." Power System Technology, 2021, 45(04): 1330–1336. (In Chinese)

[25] Ying Liu, Weilin Tong, Yu Zou, Jianquan Wang*, Yanhui Xia, Tannan Xiao. "Improved Strategy Based on VPAIR Elimination in State Estimation by Givens Orthogonal Transformation Method." Electric Power Automation Equipment, 2017, 37(10): 166–170. (In Chinese)

[26] Jinsong Liu, Tannan Xiao, Xingde Huang, Ying Chen*, Shu Liu, Xiaokang Lai. "Collaborative Super-Resolution Measurement Generation Algorithm for Distribution Networks Based on Topology Decomposition Training." Power Supply & Consumption, 2024, 41(1): 26-33. (In Chinese)

[27] Qiping Lai, Tannan Xiao, Dongsheng Li, Chen Shen*. "Modeling of Wind Farm Low Voltage Ride-Through Characteristics Based on Differential Neural Networks." Journal of System Simulation, 2022, 34(12): 2546-2556. (In Chinese)

[28] Jingbo Li, Tannan Xiao, Weilin Tong, Ling Zhu, Jianquan Wang*. "Online Optimization of Under-Frequency Load Shedding Schemes Considering Load Level and Active Power Reserve." Electric Automation, 2019, 41(06): 32-35+51. (In Chinese)

[29] Ying Liu, Tannan Xiao, Yu Zou, Yanhui Xia, Weilin Tong, Jianquan Wang*. "Network Observability Analysis Method Based on Topology Partitioning." Electromechanical Engineering, 2017, 34(05): 515-520. (In Chinese)

[30] Lin Ye, Tannan Xiao, Xiang Lv, Jianquan Wang, Chao Wang, Yi Yang, Lihua Zhou. "Transient Stability Constrained Optimal Power Flow Based on Collaborative Micro Particle Swarm Algorithm." Electromechanical Engineering, 2015, 32(01): 101-106. (In Chinese)

[31] Weilin Tong, Jianquan Wang*, Tannan Xiao, Jingbo Li, Ling Zhu. "Program Implementation and Result Analysis of Electro-Mechanical and Electro-Magnetic Hybrid Simulation for Large-Scale Multi-Infeed HVDC Power Grids." Energy Engineering, 2019(06): 30-36+43. (In Chinese)

[32] Bin Cao, Ke Su, Shuai Yuan, Tannan Xiao, Ying Chen*. "Learning Dynamic Characteristics of New Energy-Rich Regional Power Grids Using Differential Algebraic Neural Networks." China Electric Power, 2023, 56(02): 23-31. (In Chinese)

[33] Shanshan Shi, Zhengda Cui, Ying Chen*, Boda Li, Tannan Xiao, Jian Zhou. "Review of Coordinated Resilience Enhancement Methods for Electrified Transportation and Urban Power Grids." New Technology of Electrical Engineering and Energy, 2022, 41(03): 43-54. (In Chinese)

Patents

[1] Tannan Xiao, Weilin Tong, Jianquan Wang. "Parallel Computing Method for Power System Transient Stability Simulation Based on Fully Parallel Nested Diagonal Bordered Form." Chinese Invention Patent. ZL201911200513.6, granted Mar. 22, 2022.

[2] Tannan Xiao, Weilin Tong, Jianquan Wang. "A Parallel Computing Method for Power System Transient Stability Simulation Based on Nested Diagonal Bordered Form." Chinese Invention Patent. ZL201911201938.9, granted Mar. 25, 2022.

[3] Tannan Xiao, Jianquan Wang, Yifan Gao, Meng Li, Chunyan Zhang, Zhongchi Zhang. "A Power System Transient Stability Simulation Method Based on Network Node Numbering Optimization." Chinese Invention Patent, ZL201510014591.2, granted Nov. 02, 2016.

[4] Yu Shen, Tannan Xiao, Qifeng Lv, Xuemin Zhang, Bin Wang, Yangfan Zhang, Hongyan Jia, Junfeng Yang, Yimei Wang. "Method, Apparatus, Electronic Device and Medium for Coordinated Optimal Control of Active Power Output of Wind Farms Considering Wake Effect." Chinese Invention Patent, ZL202110857202.8, granted Aug. 29, 2024.

[5] Ying Chen, Tannan Xiao, Tirui He, Huizhe Guan, Shaowei Huang, Chen Shen. "Power System Transient Stability Simulation Method, Apparatus, Electronic Device and Storage Medium." Chinese Invention Patent, ZL202110693970.4, granted Jun. 11, 2024.

[6] Ying Chen, Huizhe Guan, Tannan Xiao, Shaowei Huang, Chen Shen. "A Power System Transient Stability Assessment Method and Apparatus." Chinese Invention Patent, ZL202110693997.3, granted Jun. 11, 2024.

[7] Jianquan Wang, Weilin Tong, Tannan Xiao. "A Parallel Computing Method for Power System Transient Stability Simulation Based on Diagonal Bordered Form." Chinese Invention Patent. ZL201811309209.0, granted Apr. 18, 2023.

[8] Ying Chen, Huizhe Guan, Tannan Xiao, Shaowei Huang, Chen Shen. "Power System Disturbance Trajectory Screening Method, Apparatus, Electronic Device and Storage Medium." Chinese Invention Patent, ZL202110693996.9, granted Sep. 27, 2022.

[9] Jianquan Wang, Yifan Gao, Tannan Xiao. "A Fast Emergency Control Method Based on Deep Feedforward Neural Network and Numerical Integration Sensitivity." Chinese Invention Patent, ZL201810631157.2, granted Jul. 14, 2020.

[10] Jianquan Wang, Yifan Gao, Tannan Xiao. "A Fast Transient Stability Simulation Method for Power Systems Based on Real-Time Dynamic Equivalence." Chinese Invention Patent, ZL201510835473.8, granted Nov. 24, 2017.

[11] Yanhui Xia, Dan Sun, Chen Dong, Jianquan Wang, Tannan Xiao, Yu Zou, Qiangqiang Wang, Yifeng Ouyang, Jun Zou, Hairong Chen, Yuyu Xia, Huawei He. "Security and Stability Control System and Method Based on Real-Time Decision-Real-Time Control Mode." Chinese Invention Patent, ZL201810746093.0, granted Apr. 17, 2020.

[12] Junying Song, Yuehui Chen, Wenlei Zhang, Jianquan Wang, Shuai Xiao, Tannan Xiao. "A Method and Apparatus for Automatic Selection of UHV AC/DC Dropping Points." Chinese Invention Patent, ZL201310423280.2, granted Oct. 26, 2016.

[13] Tannan Xiao, Ying Chen, Yuankang Li, Tinghui Zhou, Hongyue Zhen, Yinsheng Su, Ligang Zhao. "Power System Transient Stability Analysis Method and Apparatus Based on Supervised Contrastive Learning." Chinese Invention Patent Application, CN202411454690.8, filed Oct. 17, 2024.

[14] Jinsong Liu, Tannan Xiao, Shu Liu, Ying Chen, Bing Shen, Xiaokang Lai, Chen Fang, Yun Su. "Method and Apparatus for Generating Super-Resolution Measurements in Distribution Networks Based on Topology Decomposition Training." Chinese Invention Patent Application, CN202311325308.9, filed Oct. 13, 2023.

[15] Jinsong Liu, Tannan Xiao, Shu Liu, Ying Chen, Xingde Huang, Xiaokang Lai, Min Zhou. "Power System Data Quality Assessment Method and Apparatus Based on Graph Signal Processing." Chinese Invention Patent Application, CN202311325308.9, filed Oct. 12, 2023.

[16] Xuefeng Yuan, Ying Chen, Tannan Xiao, Shaowei Huang, Chen Shen. "A Method and System for Constructing Intelligent Substation Fault Simulation Agents." Chinese Invention Patent Application, CN202411842742.9, filed Dec. 13, 2024.

[17] Xuefeng Yuan, Ying Chen, Tannan Xiao, Shaowei Huang, Chen Shen. "Method, Apparatus, and Electronic Device for Determining Power System Operation and Maintenance Strategies." Chinese Invention Patent Application, CN202411842930.1, filed Dec. 13, 2024.

[18] Xuefeng Yuan, Ying Chen, Tannan Xiao, Shaowei Huang, Chen Shen. "A Power Simulation Knowledge Base Question Answering Method and System Based on Large Language Models." Chinese Invention Patent Application, CN202411842931.6, filed Dec. 13, 2024.

[19] Ying Chen, Yunqi Yan, Tannan Xiao, Xuefeng Yuan, Gang Chen. "Distribution System Resilience Assessment Method and System Based on Unified Modeling of Resilient Power Supply Resources." Chinese Invention Patent Application, CN202411476049.4, filed Oct. 22, 2024.

[20] Ying Chen, Yunqi Yan, Tannan Xiao, Xuefeng Yuan, Gang Chen. "Power System Digital Twin Interaction Method and System Based on Large Language Models." Chinese Invention Patent Application, CN202411447582.8, filed Oct. 16, 2024.

[21] Ying Chen, Xiaokang Lai, Tannan Xiao, Shaowei Huang, Chen Shen. "A Method and System for Identifying Faulty Data in Distribution Networks Based on Graph Signal Processing." Chinese Invention Patent Application, CN202410360353.6, filed Mar. 27, 2024.

[22] Ying Chen, Xiaokang Lai, Tannan Xiao, Shaowei Huang, Chen Shen. "A Method and System for Distribution Network State Estimation Based on Graph Signal Processing." Chinese Invention Patent Application, CN202410360333.9, filed Mar. 27, 2024.

[23] Jinsong Liu, Ying Chen, Tannan Xiao, Ao Guo, Xiaokang Lai, Shu Liu, Ran Chen, Shanshan Shi. "A Multi-Source Data Fusion-Based Fault Diagnosis Method and Apparatus for Microgrid Clusters." Chinese Invention Patent Application, CN202310715702.7, filed Nov. 3, 2023.

[24] Shaowei Huang, Mingzhong Zheng, Tannan Xiao, Qiangsheng Bu, Han Diao, Lin Shi, Yongkang Wang, Qibing Zhang. "An Impedance Analysis Method and System Based on Rotationally Invariant Estimation Technology." Chinese Invention Patent Application, CN202311315540.4, filed Oct. 12, 2023.

[25] Qifeng Lv, Ying Chen, Tannan Xiao, et al. "Super-Resolution Measurement Generation Method and System for Distribution Networks Based on Graph Attention Networks." Chinese Invention Patent Application, CN202211185646.2, filed Dec. 30, 2022.

[26] Ying Chen, Tirui He, Tannan Xiao, Huizhe Guan, Shaowei Huang, Chen Shen. "Power System Dynamic Component Modeling Method and Apparatus Based on Differential Neural Networks." Chinese Invention Patent Application, CN202110691963.0, filed Oct. 15, 2021.

[27] Ying Chen, Huizhe Guan, Tannan Xiao, Shaowei Huang, Chen Shen. "Power System Transient Stability Assessment Method, Apparatus, Electronic Device and Storage Medium." Chinese Invention Patent Application, CN202110693970.4, filed Oct. 15, 2021.

[28] Pingping Xie, Yu Zhu, Yue Chen, Qiuyu Lu, Tannan Xiao, Ying Chen, Lifu Ding. "A Wind Farm Power Generation Control Method and Apparatus." Chinese Invention Patent Application, CN202311529404.5, filed Nov. 15, 2023.

[29] Xu Lin, Yingming Lin, Yue Chen, Yang Liu, Tannan Xiao, Ying Chen, Lifu Ding. "A Wind Farm Yaw Optimization Control Method and System." Chinese Invention Patent Application, CN202311517273.9, filed Nov. 14, 2023.

[30] Yang Liu, Qiuyu Lu, Xu Lin, Pingping Xie, Tannan Xiao, Ying Chen, Bingchen Wang. "A Wind Farm Operation Scenario Set Construction Method and System." Chinese Invention Patent Application, CN202311507515.6, filed Nov. 13, 2023.

[31] Tinghui Zhou, Hongyue Zhen, Yinsheng Su, Ligang Zhao, Ying Chen, Tannan Xiao, Yuankang Li. "Transient Stability Preventive Control Method and Apparatus Based on Surrogate Models." Chinese Invention Patent Application, CN202411454684.2, filed Oct. 17, 2024.

[32] Tinghui Zhou, Hongyue Zhen, Yinsheng Su, Ligang Zhao, Ying Chen, Tannan Xiao, Yuankang Li. "A Power System Transient Stability Analysis Method and Apparatus." Chinese Invention Patent Application, CN202411454689.5, filed Oct. 17, 2024.

[33] Pingping Xie, Xu Lin, Qiuyu Lu, Yingming Lin, Weihua Wang, Tannan Xiao, Ying Chen, Bingchen Wang. "A Method, Apparatus, Device, and Medium for Optimizing Wind Farm Wake Analytical Models." Chinese Invention Patent Application, CN202410622235.8, filed May 20, 2024.

[34] Qiuyu Lu, Yinguo Yang, Pingping Xie, Wei Hua, Ruiwen Su, Tannan Xiao, Ying Chen, Bingchen Wang. "Method, Apparatus, Electronic Device, and Computer-Readable Storage Medium for Optimizing Wind Farm Wake Analytical Models." Chinese Invention Patent Application, CN202410622177.9, filed May 20, 2024.

[35] Yinguo Yang, Qiuyu Lu, Zhenfan Yu, Yang Liu, Yue Chen, Tannan Xiao, Ying Chen, Lifu Ding. "Wind Farm Power Generation Control Method, Apparatus, Electronic Device, and Computer-Readable Storage Medium Based on Wind Farm Yaw Model." Chinese Invention Patent Application, CN202410609213.8, filed May 16, 2024.

[36] Qiuyu Lu, Yue Chen, Yang Liu, Pingping Xie, Tannan Xiao, Ying Chen, Bingchen Wang. "A Wind Turbine Power Prediction Method and Apparatus Based on Wake Simulation Models." Chinese Invention Patent Application, CN202311493532.9, filed Nov. 9, 2023.

[37] Xingde Huang, Xiaokang Lai, Shu Liu, Ying Chen, Jinsong Liu, Tannan Xiao, Ran Chen, Shanshan Shi. "Method, Apparatus, Electronic Device, and Storage Medium for Identifying Abnormal Measurement Devices." Chinese Invention Patent Application, CN202311401543.X, filed Oct. 26, 2023.

[38] Weiqiang Yao, Ying Chen, Zheng Zhu, Zhengda Cui, Xiaochuan Wei, Tannan Xiao, Qin Xu, Chen Fang, Xingang Yang, Qiyu Lu, Jiayu Liu. "Converter Station Planning Method, Apparatus, Electronic Device, and Storage Medium." Chinese Invention Patent Application, CN202210272615.4, filed Jul. 1, 2022.

[39] Weiqiang Yao, Ying Chen, Zheng Zhu, Zhengda Cui, Xiaochuan Wei, Tannan Xiao, Qin Xu, Chen Fang, Huawei Huang, Bing Shen, Shanshan Shi. "Distribution Network Line Fault Localization Method and System." Chinese Invention Patent Application, CN202210271904.2, filed Jun. 10, 2022.

[40] Zhenfan Yu, Xu Lin, Qiuyu Lu, Yue Chen, Bingchen Wang, Ying Chen, Tannan Xiao. "A Wind Farm Decoupling and Zoning Method and Apparatus." Chinese Invention Patent Application, CN202410623048.1, filed May 20, 2024.

[41] Xun Wang, Zhendong Li, Yinghui Tan, Ying Chen, Shilin Gao, Yi Zhang, Tannan Xiao, Haiqing An, Tao Li, Tao Wu, Jie Yang. "A Parameter Averaging Model Modeling Method and Apparatus." Chinese Invention Patent Application, CN202111032742.9, filed Mar. 8, 2022.

[42] Qiuyu Lu, Pingping Xie, Xiaoming Luo, Liling Xiang, Yue Chen, Bingchen Wang, Ying Chen, Tannan Xiao. "Effective Wind Speed Calculation Method, Apparatus, Electronic Device, and Computer-Readable Storage Medium Based on Model." Chinese Invention Patent Application, CN202410622176.4, filed May 20, 2024.

[43] Yingming Lin, Weihua Wang, Da Yu, Yang Liu, Yinguo Yang, Lifu Ding, Ying Chen, Tannan Xiao. "Wind Farm Power Generation Control Method, Apparatus, Electronic Device, and Computer-Readable Storage Medium Based on Wake Estimation Model." Chinese Invention Patent Application, CN202410609218.0, filed May 16, 2024.

[44] Yue Chen, Qiuyu Lu, Yang Liu, Zhenfan Yu, Weihua Wang, Pingping Xie, Yingming Lin, Ying Chen, Tannan Xiao. "A Wind Farm Wake Distribution Simulation Method, Apparatus, and Storage Medium Based on Wind Box Splicing." Chinese Invention Patent Application, CN202411900657.3, filed Dec. 23, 2024.


Social service

IEEE Member

Member, Chinese Society for Electrical Engineering (CSEE)

Member, China Electrotechnical Society (CES)

Member, China Simulation Federation (CSF)

Reviewer for journals including IEEE Transactions on Power Systems (TPWRS), IEEE Transactions on Smart Grid (TSG), IEEE Transactions on Neural Networks and Learning Systems (TNNSL), Power System Technology, etc.