研究领域

研究方向:

1. 新能源电力系统运行分析与控制

新能源发电预测、新能源与电力电子设备并网分析、新能源与交直流网络运行耦合分析

电力系统稳定性与控制、人工智能与机器学习在电力系统中的应用

2. 智能电网与能源互联网

智能电网的优化调度与运行控制、综合能源系统的建模与分析

 

个人简介

 

刘俊，西安交通大学电力工程系，教授，博士生导师，国际电气和电子工程师协会高级会员（IEEE Senior Member）。2004年和2012年于西安交通大学电气工程学院获学士和工学博士学位，2008年9月至2010年8月由国家公派赴美国Texas A&M University, College Station访问研究两年，2012年3月留校任教至今。主要研究方向为能源互联网、智能电网与微电网、电力系统运行分析与控制，新能源与电动汽车的并网运行，柔性交流输电及高压直流输电建模，人工智能理论、机器学习理论、大数据技术与多传感器信息融合技术在电力系统中的应用等。

主持/参与国家重点研发计划项目2项，国家自然科学基金项目3项，国家博士后基金项目1项，陕西省重点研发计划项目1项，校企合作科技项目40余项。开发了多项电力系统稳态及暂态分析、新能源发电预测等软件包已应用于实际工程项目。近年来发表论文100余篇，其中SCI检索30余篇，EI检索50余篇，合作申请国家发明专利30余项，已授权20余项，并获陕西省科学技术奖二等奖1项（第2完成人），陕西省高等学校科学技术奖一等奖1项（第2完成人），中国仪器仪表学会科技二等奖1项（第2完成人），中国可再生能源学会科技二等奖1项（第5完成人）。

发表论文

1.期刊论文(*通讯作者Corresponding Author)

2023:

  1. Kezheng Ren, Jun Liu*, Xinglei Liu, Yongxin Nie. "Reinforcement Learning-Based Bi-Level Strategic Bidding Model of Gas-fired Unit in Integrated Electricity and Natural Gas Markets Preventing Market Manipulation," Applied Energy. 2023. (SCI: IDS: WB5IG, WOS: , IF: 11.446)
  2. Jun Liu, Zaibin Jiao, Chen Chen, Chao Duan and Chengzong Pang. "Editorial: Advanced Data-Driven Methods and Applications for Smart Power and Energy Systems," Frontiers in Energy Research. 2023, 10:1064305. doi: 10.3389/fenrg.2022.1064305. (SCI: IDS: 3P0AE, WOS: , IF: 4.008)

2022:

  1. Xinglei Liu, Jun Liu*, Kezheng Ren, Jiacheng Liu, Xiaoming Liu. "An Integrated Fuzzy Multi-Energy Transaction Evaluation Approach for Energy Internet Markets Considering Judgement Credibility and Variable Rough Precision," Energy. 2022, 261: 125327. (SCI: IDS: WB5IG, WOS: 000861208700005, IF: 8.857)
  2. Zhang Chen, Jun Liu*, Xinglei Liu. "GPU accelerated power flow calculation of integrated electricity and heat system with component-oriented modeling of district heating network," Applied Energy. 2022, 305: 117832. doi.org/10.1016/j.apenergy.2021.117832 (SCI: IDS: WB5IG, WOS: 000703604800004, IF: 11.446)
  3. Yong Yao, Shizhu Li, Zhichao Wu, Chi Yu, Xinglei Liu, Keyu Yuan, Jiacheng Liu, Zeyang Wu, Jun Liu*. "A Novel Data-Driven Multi-Energy Load Forecasting Model," Frontiers in Energy Research. 2022, 10: 955851. doi: 10.3389/fenrg.2022.955851.(SCI: IDS: 3P0AE, WOS: 000837197000001, IF: 4.008)

2021:

  1. Jun Liu, Hang Song, Huiwen Sun, Hongyan Zhao. "High-precision Identification of Power Quality Disturbances under Strong Noise Environment based on FastICA and Random Forest," IEEE Transactions on Industrial Informatics. 2021, 17(1): 377-387. DOI: 10.1109/TII.2020.2966223. (SCI: IDS: OO9TZ, WOS: 000587719200035, IF: 11.648)

2020:

  1. Jun Liu, Yefu Chen, Chao Duan, Lin Jiang*, Jia Lyu. "Distributionally Robust Optimal Reactive Power Dispatch with Wasserstein Distance in Distribution Network," Journal of Modern Power Systems and Clean Energy. 2020, 8(3): 426-436. DOI:10.35833/MPCE.2019.000057. (SCI: IDS: OZ0PG, WOS: 000594638200003, IF: 2.848)
  2. Jun Liu, Huiwen Sun, Yitong Li, Wanliang Fang*, Shuanbao Niu. "An Improved Power System Transient Stability Prediction Model Based on mRMR Feature Selection and WTA Ensemble Learning," Applied Sciences. 2020, 10(7), 2255. DOI: 10.3390/app10072255. (SCI: IDS: LO0YT, WOS: 000533356200054, IF: 2.217)
  3. Jun Liu, Jinchun Chen, Chao Wang*, Zhang Chen, Xinglei Liu. "Market Trading Model of Urban Energy Internet Based on Tripartite Game Theory," Energies. 2020, 13(7), 1834. DOI: 10.3390/en13071834. (SCI: IDS: LU3WB, WOS: 000537688400303, IF: 2.707)
  4. Zhanhong Wei, Wanliang Fang, and Jun Liu. "Variable Extinction Angle Control Strategy Based on Virtual Resistance to Mitigate Commutation Failures in HVDC System," IEEE Access, 2020, 8: 93692–93704. DOI: 10.1109/ACCESS.2020.2994245. (SCI: IDS: LZ3IP, WOS:000541121800058, IF: 4.098)
  5. Zhanhong Wei, Wanliang Fang, and Jun Liu. "A criterion for accurate identification of commutation failure in HVDC systems," Electric Power Systems Research, 184 (2020): 1063382018. DOI: 10.1016/j.epsr.2020.106338. (SCI: IDS: LD1CQ, WOS:000525770200045, IF: 3.022)

2018:

  1. Jun Liu, Xudong Hao, Xu Wang, Yefu Chen, Wanliang Fang*, Shuanbao Niu. "Application of thyristor controlled phase shifting transformer excitation impedance switching control to suppress short-circuit fault current level," Journal of Modern Power Systems and Clean Energy, Feb. 07, 2018, 6(4): 821-832. DOI: 10.1007/s40565-017-0372-2 (SCI: IDS: GN9FB, WOS: 000439493600018, IF: 2.848)
  2. Chao Duan, L. Jiang, Wanliang Fang, and Jun Liu. "Data-driven Distributionally Robust Energy-Reserve-Storage Dispatch," IEEE Transactions on Industrial Informatics, 2018, 14(7): 2826-2836. DOI: 10.1109/TII.2017.2771355. (SCI: IDS: GM2BS, WOS: 000437883400002, IF: 11.648)
  3. Chao Duan, Wanliang Fang, L. Jiang, L. Yao, and Jun Liu. "Distributionally Robust Chance-Constrained Approximate AC-OPF with Wasserstein Metric," IEEE Transactions on Power Systems, 2018, 33(5): 4924-4936. DOI: 10.1109/TPWRS.2018.2807623. (SCI: IDS: GR9LC, WOS: 000443079800024, IF: 5.680)
  4. Chao Duan, L. Jiang, Wanliang Fang, and Jun Liu. "Data-driven Affinely Adjustable Distributionally Robust Unit Commitment," IEEE Transactions on Power Systems, 2018, 33(2): 1385-1398. DOI: 10.1109/TPWRS.2017.2741506. (SCI: IDS: FW7UH, WOS: 000425530300021, IF: 5.680)

2017:

  1. Chao Duan, L. Jiang, Wanliang Fang, and Jun Liu. "Moment-SOS Approach to Interval Power Flow," IEEE Transactions on Power Systems, 2017, 32(1): 522-530. DOI: 10.1109/TPWRS.2016.2541463. (SCI: IDS: EH4KW, WOS: 000391741100048, IF: 5.680)

2016:

  1. Jun Liu, Xudong Hao, Peifen Cheng, Wanliang Fang*, Shuanbao Niu. "A Parallel Probabilistic Load Flow Method Considering Nodal Correlations," Energies, 2016, 9(12), 1041-1056. doi:10.3390/en9121041. (SCI: IDS: EI3PD, WOS: 000392402700042, EI: 20172603849046, IF: 2.077)
  2. Hongqiang Lv, Jun Liu*, Jiuqiang Han, An Jiang. "An Energy Saving System for a Beam Pumping Unit," Sensors, 2016, 16(5): 685. DOI: 10.3390/s16050685. (SCI: IDS: CH7SE, WOS: 000354236100102, IF: 2.25, 通讯作者)

2015:

  1. Jun Liu, Wanliang Fang, Xudong Zhang, Chunxiang Yang. "An Improved Photovoltaic Power Forecasting Model with the Assistance of Aerosol Index Data," IEEE Transactions on Sustainable Energy. 2015, 6(2): 434-442. DOI: 10.1109/tste.2014.2381224. (SCI: IDS: CE4WG, WOS:000351830300014, IF: 6.235)
  2. Jun Liu, Jiuqiang Han, Hongqiang Lv and Bing Li. "An Ultrasonic Sensor System Based on Two-Dimensional State Method for Highway Vehicle Violation Detection Applications," Sensors. 2015, 15(4): 9000-9021. DOI: 10.3390/s150409000. (SCI: IDS: CH7SE, WOS: 000354236100102, IF: 2.25)
  3. Jun Liu, Zhanhong Wei, Wanliang Fang, Chao Duan, Junxian Hou and Zutao Xiang. "Modified Quasi-Steady State Model of DC System for Transient Stability Simulation Under Asymmetric Faults," Mathematical Problems in Engineering. vol. 2015, 103649: 1-12. DOI: 10.1155/2015/103649. (SCI: IDS: CV1QZ, WOS:000364034400001, IF: 0.76)
  4. Chao Duan, Wanliang Fang, Lin Jiang, Jun Liu. "Adaptive Barrier Filter Line-search Interior Point Method for Optimal Power Flow with FACTS Devices," IET Generation, Transmission & Distribution. 2015, 9(16): 2792-2798. DOI: 10.1049/iet-gtd.2015.0623. (SCI: IDS: CW9RC, WOS: 000365334900020, IF: 2.213, 合作发表)

2013 Before:

  1. Jun Liu, G. M. Huang, Zhiying Ma, Yingsan Geng. "A Novel Smart High-Voltage Circuit Breaker for Smart Grid Applications," IEEE Transactions on Smart Grid. 2011, 2(2): 254-264. DOI: 10.1109/TSG.2011.2134113. (SCI: IDS: V29ZY, WOS: 000208787500004, IF: 10.275)

2.中文期刊：

2022:

  1. 彭鑫，刘俊*，刘嘉诚，李雨婷，刘晓明，赵誉. -图像化数据驱动的电力系统暂态稳定性在线评估方法. 智慧电力. 2022,
  2. 任柯政，徐泰山，郭瑾程，涂孟夫，陆进军，刘俊*，丁涛. 数据驱动的新型电力系统断面极限估算方法. 智慧电力. 2022,
  3. 张睿哲，刘洋，李力，杨银国，伍双喜，于珍，刘俊*. 数据驱动的同调机组分群及主动解列技术. 智慧电力. 2022, 50(11): 25-32.
  4. 方磊，薛云霞，池宇琪，金峰，刘明，陈兵兵，刘俊*. 分布式储能运行规划一体的多目标选址定容方法. 智慧电力. 2022,
  5. 李腾飞，郝玉杰，袁方，孙锴，马晶，刘俊*，彭鑫. 基于多源特征信息融合的油浸式变压器故障智能诊断模型[J]. 电工电能新技术. 2023, 42 (1): 48-57. DOI: 10.12067/ATEEE2201047.

2021:

  1. 刘嘉诚，刘俊*, 赵宏炎，吴泽阳，刘晓明，吴柳. 基于DKDE与改进mRMR特征选择的短期光伏出力预测. 电力系统自动化, 2021, 45(14): 13-21. DOI：10.7500/AEPS20201126004. (EI: 20213010693139) Jiacheng Liu, Jun Liu*, Hongyan Zhao, Zeyang Wu, Xiaoming Liu, Liu Wu. "Short-term Photovoltaic Output Forecasting Based on Diffusion Kernel Density Estimation and Improved Max-relevance and Min-redundancy Feature Selection," Automation of Electric Power Systems. 2021, 45(14): 13-21.

2020:

  1. 潘良军，王楷，赵宏炎，刘嘉诚，李佳航，刘俊*. 基于春节影响时期分析的中期负荷智能预测. 智慧电力. 2020, 48(9), 21-27. Liangjun Pan, Kai Wang, Hongyan Zhao, Jiacheng Liu, Jiahang Li, Jun Liu. "Research on Intelligent Prediction of Mid-term Load Based on the Analysis of Influence Period of Spring Festival," Smart Power. 2020, 48(9), 21-27. （中文核心）

2019:

  1. 刘俊, 王超, 陈津莼, 刘晓明, 刘跃文. 基于博弈论的能源互联网多市场主体收益模型. 电力系统自动化, 2019, 43(14): 90-96. DOI: 10.7500/AEPS20181120011. (EI: 20193607390419) Jun Liu, Chao Wang, Jinchun Chen, Xiaoming Liu, Yuewen Liu. "Income Model for Multiple Market Entities of Urban Energy Internet Based on Game Theory," Automation of Electric Power Systems. 2019, 43(14): 90-96.
  2. 刘俊, 赵宏炎, 刘嘉诚, 潘良军, 王楷. 基于协整-格兰杰因果检验和季节分解的中期负荷电量预测. 电力系统自动化, 2019, 43(1): 73-80. DOI: 10.7500/AEPS20180629013. (EI: 20191106643575) Jun Liu, Hongyan Zhao, Jiacheng Liu, Liangjun Pan, Kai Wang. "Medium Term Load Forecasting Based on Cointegration-Granger Causality Test and Seasonal Decomposition," Automation of Electric Power Systems. 2019, 43(1): 73-80.
  3. 刘俊，孙惠文，吴柳，张振宇，牛拴保，柯贤波，霍超. 电力系统暂态稳定性评估综述. 智慧电力, 2019, 47(12): 44-53,122. Jun Liu, Huiwen Sun, Liu Wu, Zhenyu Zhang, Shuanbao Niu, Chao Huo. "An overview of transient stability assessment of power systems," Smart Power. 2019, 47(12): 44-53,122. (中文核心)
  4. 赵晓民，王铭飞，庞素敏，韩国辉，朱龙洋，刘俊*. 基于µ综合鲁棒控制的微电网频率控制研究. 智慧电力, 2019, 47(7): 1-7. Xiaomin Zhao, Mingfei Wang, Sumin Pang, Guohui Han, Longyang Zhu, Jun Liu. "Microgrid Frequency Control Based on μ-Synthesis Robust Control," Smart Power. 2019, 47(7): 1-7. (中文核心)
  5. 张振宇，王吉利，柯贤波，牛拴保，魏平*，蒋宝波，高玉喜，刘俊. 失步振荡中心转移下的多断面暂态稳定协调紧急控制研究. 智慧电力, 2019, 47(3), 54-59,103. Zhenyu Zhang, Jili Wang, Xianbo Ke, Shuanbao Niu, Ping Wei, Baobo Jiang, Yuxi Gao, Jun Liu. "Multi-section Transient Stability Coordinated Emergency Control under the Condition of Out-of-step Oscillation Center Transfer," Smart Power. 2019, 47(3): 54-59,103. （中文核心）

2018:

  1. 刘俊，王旭，孙惠文，赵宏炎，牛拴保，霍超. 采用FJPD互信息的电力系统暂态稳定性预测特征选择分析. 智慧电力, 2018, 46(10): 78-85, 95. Jun Liu, Xu Wang, Huiwen Sun, Hongyan Zhao, Shuanbao Niu, Chao Huo. "Feature Selection Analysis of Power System Transient Stability Prediction Using FJPD Mutual Information," Smart Power. 2018, 46(10): 78-85, 95. （中文核心）
  2. 刘俊, 郝旭东, 程佩芬, 王超, 宋行. "结合M-Copula理论与半不变量的随机潮流方法," 电网技术. 2018, 42(2): 588-594.（EI: 20183305687354）Jun Liu, Xudong Hao, Peifen Cheng*, Chao Wang, Hang Song. "Probabilistic Load Flow Method Combining M-Copula Theory and Cumulants," Power System Technology, 2018, 42(2): 588-594.
  3. 柯贤波, 孙骁强, 程林, 刘俊*. "变压器式可控并联高压电抗器的稳态建模," 智慧电力, 2018, 46(3): 20-24, 30. Xianbo Ke, Xiaoqiang Sun, Lin Cheng, Jun Liu. "Steady-State Modeling of Controllable Shunt Reactor of Transformer Type," Smart Power, 2018, 46(3): 20-24, 30.

2017:

  1. 刘俊, 郭瑾程, 魏占宏, 方万良*, 侯俊贤, 项祖涛. "频变输电线路模型中的低阶拟合方法," 电网技术. 2017, 41(4): 1197-1203. (EI: 20171703605414) Jun Liu, Jincheng Guo, Zhanhong Wei, Wanliang Fang*, Junxian Hou, Zutao Xiang. "Low-Order Approximation for Frequency-Dependent Transmission Line Model," Power System Technology, 2017, 41(4): 1197-1203. DOI: 10.13335/j.1000-3673.pst.2016.1860.
  2. 刘俊, 王旭, 郝旭东, 陈业夫*, 丁坤, 汪宁渤, 牛拴保. "基于多维气象数据和PCA-BP神经网络的光伏发电功率预测," 电网与清洁能源, 2017, 33(1): 122-129. Jun Liu, Xu Wang, Xudong Hao, Yefu Chen*, Kun Ding, Ningbo Wang, Shuanbao Niu. "Photovoltaic Power Forecasting Based on Multidimensional Meteorological Data and PCA-BP Neural Network," Power System and Clean Energy, 2017, 33(1): 122-129. (中文核心)
  3. 曹生顺, 张文朝, 王蒙, 潘艳, 郭秋婷, 刘俊. "大容量直流发生功率大扰动时送端风机暂态过电压快速分析方法研究," 高电压技术, 2017, 43(10): 3300-3306. （EI: 20175104547947）Shengshun Cao, Wenchao Zhang, Meng Wang, Yan Pan, Qiuting Guo, Jun Liu. "Study on Fast Analysis Method Transient Fundamental Frequency Overvoltage of Wind Turbine Generators in Sending System when Serious Power Disturbances Occur in Large-capacity UHVDC," High Voltage Engineering, 2017, 43(10): 3300-3306.
  4. 刘俊, 郝旭东, 王旭, 李小腾, 侯俊贤. "电力系统并行计算综述," 智慧电力. 2017, 45(7): 112-120. Jun Liu, Xudong Hao, Xu Wang, Xiaoteng Li, Junxian Hou. "Review of Parallel Computing in Power System," Smart Power. 2017, 45(7): 112-120.(科技核心)

2015:

  1. 霍超, 杨永前, 牛拴保, 刘俊*. "一种新的可提高电力系统暂态稳定性的SVC模糊逻辑控制器," 陕西电力. 2015, 43(3): 76-82. Chao Huo, Yongqian Yang, Shuanbao Niu, Jun Liu. "A Novel SVC Fuzzy Logic Controller to Improve the Transient Stability of Power System," Shaanxi Electric Power. 2015, 43(3): 76-82.

2014:

  1. 王吉利, 李小腾, 范越, 童礼系, 刘俊*. "电力系统延迟电压恢复问题综述," 陕西电力. 2014, 42(8): 34-39, 45. Jili Wang, Xiaoteng Li, Yue Fan, Lixi Tong, Jun Liu. "An Overview of Delayed Voltage Recovery in Power Systems," Shaanxi Electric Power. 2014, 42(8): 34-39, 45.
  2. 杨永前, 崔勇, 杨增辉, 刘俊*. "双芯对称离散型可控移相器的数学建模," 陕西电力. 2014, 42(11): 61-67. Yongqian Yang, Yong Cui, Zenghui Yang, Jun Liu. "Modeling of Two-core Symmetrical Discrete Thyristor Controlled Phase Shifting Transformer," Shaanxi Electric Power. 2014, 42(11): 61-67.

2013:

  1. 崔勇, 陈洁羽, 刘俊. "提高输电断面传输能力的可控移相器最优选址算法研究," 陕西电力. 2013, 41(11): 75-79,101. Yong Cui, Jieyu Chen, Jun Liu. "Optimal Allocation of TCPS for Enhancing Transfer Capability of Electric Power Transmission Section," Shaanxi Electric Power. 2013, 41(11): 75-79,101.
  2. 刘俊, 段超, 方万良, 马志瀛, 聂希, 周晓娟. "智能电网用断路器智能操作算法的仿真及其在DSP上的定点实现," 电力自动化设备. 2013, 33(11): 88-94. (EI: 20135217144376) Jun Liu, Chao Duan, Wanliang Fang, Zhiying. Ma. "Fixed-point Simulation of Intelligent Operation Algorithms on DSP for Intelligent Operation of Breaker," Electric Power Automation Equipment. 2013, 33(11): 88-94.

2012 before:

  1. 刘俊, 马志瀛, 闫静, 栾乐, 涂煜. "基于改进梯度校正法的短路电流在线实时计算," 电工技术学报. 2007, 22(10): 65-70. (EI: 20080911124699) Jun Liu, Zhiying Ma, Jing Yan, Yu Tu, and Le Luan. "Online Real-Time Calculation of Short-Circuit Current Based on Improved Gradient Estimation Algorithm," Transactions of China Electrotechnical Society. 2007, 22(10): 65-70.

3.会议论文

2023:

  1. Hua Li, Xudong Li, Qi Dong, Shizhe Geng, Yu Zhao, Zaibin Jiao, Jun Liu*. "Voltage Optimization of Distribution Networks with Various Distributed PV Inverter Control Technologies," 2023 13th International Conference on Power, Energy and Electrical Engineering (CPEEE 2023). Tokyo, Japan, Feb. 25-27, 2022: 1-5. (EI: Accepted)

2022:

  1. Xiaoming Liu, Jun Liu*, Yu Zhao. "A Deep Reinforcement Learning Framework for Automatic Operation Control of Power System Considering Extreme Events," 2022 IEEE Power and Energy Society General Meeting (IEEE PES GM2022). Denver, Colorado, USA, Jul. 17 – 21, 2022: 1-6. (EI: 20224613100151)
  2. Xinglei Liu, Jun Liu*, Jinchun Chen, Yong Yao, Shizhu Li. “Capacity Planning of Microgrid-Level Regional Integrated Energy System Based on Cooperative Game,” 2022 6th IEEE Conference on Energy Internet and Energy System Integration (IEEE EI2 2022). Chengdu, China, Oct. 28-30, 2022: 1-6. (EI: Accepted)
  3. Yu Zhao, Jun Liu*, Xiaoming Liu, Keyu Yuan, Kezheng Ren, Mengqin Yang. “A Graph-based Deep Reinforcement Learning Framework for Autonomous Power Dispatch on Power Systems with Changing Topologies,” 2022 IEEE Sustainable Power & Energy Conference (IEEE iSPEC 2022). Perth, Australia, Dec. 4-7, 2022: 1-5. (EI: Accepted)
  4. Hua Li, Xudong Li, Jiliang Jin, Hongwei Yao, Zaibin Jiao, Jun Liu*. "μ-Synthesis Robust Coordinate Control of Variable Speed Wind Turbine Generators and Electric Vehicles to Regulate Frequency," 2022 International Conference on Frontiers of Energy and Environment Engineering (CFEEE 2022), Virtual, Dec. 16-18, 2022: 1-12. (EI: Accepted)
  5. Xinwei Li, Chao Wang, Jiaxin Liu, Wansong Liu, Xiaoming Liu, Renwei Shi, Zaibin Jiao and Jun Liu*. "Study on Multi-Source Data-Driven Static Security Risk Assessment of Power Grids," 2022 6th International Conference on Power and Energy Engineering (ICPEE 2022). Shanghai, China, Nov. 25-27, 2022: 1-6. (EI: Accepted)
  6. Chao Wang, Xinwei Li, Junjie Sun, Xiaoheng Zhang, Yuting Li, Xin Peng, Jun Liu* and Zaibin Jiao. "Ensemble Learning Model of Power System Transient Stability Assessment Based on Bayesian Model Averaging Method," 2022 6th IEEE Conference on Energy Internet and Energy System Integration (IEEE EI2 2022). Chengdu, China, Oct. 28-30, 2022: 1-6. (EI: Accepted)
  7. Yang Liu, Li Li, Yinguo Yang, Shuangxi Wu, Zhen Yu, Yu Zhu, Ruizhe Zhang, Jun Liu*. “An Improved Active Section Splitting Method for Multi-Machine Power Systems Based on Multilayer Graph Segmentation Algorithm,” 2022 IEEE Sustainable Power & Energy Conference (IEEE iSPEC 2022). Perth, Australia, Dec. 4-7, 2022: 1-5. (EI: Accepted)
  8. Qiang Zhang, Xinwei Li, Xiaoming Liu, Chenhao Zhao, Renwei Shi, Zaibin Jiao and Jun Liu. “Data-Driven Risk Assessment Early-Warning Model for Power System Transmission Congestions,” 2022 12th International Conference on Power, Energy and Electrical Engineering (CPEEE 2022). Shiga, Japan, Feb. 25-27, 2022: 1-6. (EI: 20221611964143)
  9. Yuqi Chi, Mengqin Yang, Ruizhe Zhang, Xin Peng. "Multi-Objective Joint Planning Method of Distributed Photovoltaic and Distributed Battery Energy Storage System based on NSGA-III Algorithm," 2022 6th IEEE Conference on Energy Internet and Energy System Integration (IEEE EI2 2022). Chengdu, China, Oct. 28-30, 2022: 1-6. (EI: Accepted)

2021:

  1. Xinglei Liu, Jun Liu*, Jinchun Chen. “Expansion Planning of Community-scale Regional Integrated Energy System Considering Grid-source Coordination A Cooperative Game Approach,” 13th International Conference on Applied Energy (ICAE2021). Virtual, Nov. 29 - Dec. 2, 2021: 1-6. (EI: Accepted)
  2. Kezheng Ren, Jun Liu*, Zeyang Wu. “A Home Energy Management System Optimization Model based on DNN and RL Adapting to Users' Uncertain Behaviors,” 13th International Conference on Applied Energy (ICAE2021). Virtual, Nov. 29 - Dec. 2, 2021: 1-6. (EI: Accepted)
  3. Shuanbao Niu, Chao Huo, Xianbo Ke, Ping Wei, Chong Ren, Gang Zhang, Jun Liu*, Xin Peng, Yitong Li, Huiwen Sun. “Research on Transient Security Prediction of Power System Based on AdaBoost-SVM,” 2021 IEEE Sustainable Power & Energy Conference (IEEE iSPEC 2021). Nanjing, China, Nov. 25-27, 2021: 1-6. (EI: 20221611966770)
  4. Jun Liu, Xin Peng, Liu Wu, Yitong Li, Jiacheng Liu, Shuanbao Niu, Chao Huo, Ping Wei, Chong Ren. “Incremental learning method for online transient stability assessment of power system based on KKT condition,” 2021 IEEE Sustainable Power & Energy Conference (IEEE iSPEC 2021). Nanjing, China, Nov. 25-27, 2021: 1-6. (EI: 20221611966857)
  5. Zeyang Wu, Yuqi Chi, Xiang Tang, Xi Yang, Rui Lin, Ying Lu, Jun Liu*. “Real-Time Scheduling Method Based on Deep Reinforcement Learning for a Hybrid Wind-Solar-Storage Energy Generation System,” 2021 10th International Conference on Renewable Power Generation (IET RPG 2021). Online, Oct. 14-15, 2021: 1-5. (EI: 20223212541466)
  6. Juanjuan Wang, Huazhong Sun, Yuqi Chi, Zeyang Wu, Jun Liu*, Haitao Liu, Ming Liu, Bingbing Chen, Jing Song. “Multi-time Scale Collaborative Optimal Dispatching for Regional Grid Integrated with Renewable Energy and BESS Based on GrowNet,” 2021 10th International Conference on Renewable Power Generation (IET RPG 2021). Online, Oct. 14-15, 2021: 1-5. (EI: 20223212541469)

2020:

  1. Zhang Chen, Jun Liu*, Xinglei Liu. “Power Flow Analysis of Cogeneration System Based on Improved Modelling Method of District Heating Network,” 12th International Conference on Applied Energy (ICAE2020). Bangkok, Thailand, Nov. 29 - Dec. 2, 2020: 1-6. (EI: )
  2. Xinglei Liu, Jun Liu*, Xia Zhao. "Energy Flow Calculation Method of Combined Cooling, Heating and Power System with Terminal Cooling Network Model," 2020 IEEE Power and Energy Society General Meeting (IEEE PES GM2020). Montreal, CA, Aug. 2-6, 2020: 1-5. (EI: 20210209766588)
  3. Longyang Zhu, Jun Liu*, Jinchun Chen, Jincheng Guo, Shuanbao Niu, Chao Huo. “μ-Synthesis Robust Control of Variable Speed Wind Turbine Generators for Participating in Microgrid Frequency Regulation,” 2020 IEEE Sustainable Power & Energy Conference (IEEE iSPEC 2020). Chengdu, China, Nov. 21-23, 2020: 1-6. (EI: 20211010047832)
  4. Yitong Li, Jia Lyu, Ruizhe Zhang, Jun Liu*, Chao Huo, Ping Wei, “Path recovery model for power systems with renewable energy based on an improved node weighting method,” 2020 International Conference on Smart Grids and Energy Systems (SGES 2020). Perth, Australia, Nov. 23-26, 2020: 1-5. (EI: 20211210113500)
  5. Zhenyu Zhang, Xianbo Ke, Chao Huo, Weizhou Wang, Chong Shao, Jia Lyu, Jun Liu*, “Increasing the wind power utilization of hybrid AC/DC systems based on optimal active power control of HVDC,” 2020 International Conference on Smart Grids and Energy Systems (SGES 2020). Perth, Australia, Nov. 23-26, 2020: 1-5. (EI: 20211210113326)

2019:

  1. Jun Liu, Hang Song, Lei Zhou, “Identification and Location of Voltage Sag Sources Based on Multi-Label Random Forest,” 2019 IEEE Sustainable Power & Energy Conference (IEEE iSPEC 2019). Beijing, China, Nov. 21-23, 2019: 1-5. (EI: 20200808190558)
  2. Jun Liu, Hang Song, Hongyan Zhao, Jiacheng Liu, Zeyang Wu. “Application of Improved SVM Algorithm and Variational Mode Decomposition in Power Quality Disturbances Recognition,” 2019 8th International Conference on Renewable Power Generation (IET RPG 2019). Shanghai, China, Oct. 24-25, 2019: 1-5. (EI: 20201108302841)
  3. Hongyan Zhao, Jun Liu*, Jiacheng Liu, Kai Wang, Liangjun Pan. "Medium and Long Term Daily Load Forecasting Based on Boot-Feibes and Lisman Disaggregation," 2019 IEEE 8th International Conference on Advanced Power System Automation and Protection (IEEE APAP2019). Xi’an, China, Oct. 21-24, 2019: 1-5. (EI: 20204809527048)
  4. Hanwen Gu, Zaibin Jiao, Jun Liu. “Small-signal model and stability analysis of DC microgrids with master-slave control strategy,” 2019 IEEE Power and Energy Society General Meeting (IEEE PES GM2019). Atlanta, USA, Aug. 4-8, 2019: 1-5. (EI: 20200608147442)
  5. Zhenyu Zhang, Weizhou Wang, Jia Lyu, Yitong Li, Jun Liu*. "Coordinated Restoration Model of Renewable Energy and Conventional Generator Units after Faults," 2019 IEEE 8th International Conference on Advanced Power System Automation and Protection (IEEE APAP2019). Xi’an, China, Oct. 21-24, 2019: 1-7. (EI: 20204809526719)

2018:

  1. HAN Gui-quan, HAN Guo-hui, WANG Ming-fei, PANG Su-min, SONG Hang, ZHU Longyang, Jun Liu*. "Unified Power Quality Conditioner Simulation with Photovoltaic Grid-connected Power Generation and Supercapacitor Energy Storage," 2018 China International Conference on Electricity Distribution (CICED 2018). Tianjin, China, Sep. 17-19, 2018: 1-5. (EI: 20191206668454)
  2. Jun Liu, Xudong Hao, Peifen Cheng*, Chao Wang. "Impact of Electric Vehicles on Microgrids Considering Multiple Correlations," 2018 11th International Conference on Power System Technology (POWERCON2018). Guangzhou, China, Nov 6-8, 2018: 1-6. (EI: 20190806533319)
  3. Jun Liu*, Yefu Chen, Chao Duan, Jia Lyu. “Distributionally Robust Chance-Constraint Optimal Power Flow with Wasserstein-Moment Metric in Active Distribution Networks,” 10th International Conference on Applied Energy (ICAE2018). HongKong, Aug. 22-25, 2018: 1-5. (EI: 20191506745831)

Liu, Jun; Chen, Yefu; Duan, Chao; Lyu, Jia. Distributionally robust chance-constraint optimal power flow considering uncertain renewables with Wasserstein-moment metric. Energy Procedia, v 158, p 192-197, 2019, Innovative Solutions for Energy Transitions.

  1. Jun Liu*, Huiwen Sun, Peng Chang, Zaibin Jiao, Ping Wei, Xianbo Ke, Xiaoqiang Sun, Lin Cheng. "Research of Photovoltaic Power Forecasting Based on Big Data and mRMR Feature Reduction," 2018 IEEE Power and Energy Society General Meeting (IEEE PES GM2018). Portland, USA, Aug. 5-10, 2018: 1-5. (EI: 20190506458967)
  2. Jun Liu*, Xu Wang, Huiwen Sun, Hongyan Zhao, Lin Cheng, Xianbo Ke, Xiaoqiang Sun, Ping Wei. "A Conservative Prediction Model of Power System Transient Stability," 2018 IEEE Power and Energy Society General Meeting(IEEE PES GM2018). Portland, USA, Aug. 5-10, 2018: 1-5. (EI: 20190506458671)
  3. Jun Liu, Can Su*, Chao Wang, Longyang Zhu. "Influence of Solid Oxide Fuel Cell on Power System Transient Stability," 2018 14th International Conference on AC and DC Power Transmission (IET ACDC 2018). Chengdu, China, Jun. 28-29, 2018: 1-5. (EI: 20191706838414)
  4. Jun Liu*, SUN Huiwen, WU Jun-hui, HAN Gui-quan, HE Jian. "Transient Stability Analysis of One Special Type of AC Microgrids with Gas Reciprocating Generators," 2018 14th International Conference on AC and DC Power Transmission (IET ACDC 2018). Chengdu, China, Jun. 28-29, 2018: 1-5. (EI: 20191706838390)
  5. Jiayu Liu*, Jun Liu, Jie Zhang, Wanliang Fang, Longchu Qu. "Power System Stochastic Transient Stability Assessment Based on Monte Carlo Simulation," 2018 14th International Conference on AC and DC Power Transmission (IET ACDC 2018). Chengdu, China, Jun. 28-29, 2018: 1-5. (EI: 20191706838374)
  6. Jie Zhang*, Jun Liu, Jiayu Liu, Wanliang Fang, Junxian Hou, Yifeng Dong. "Modified Capacitor Voltage Balancing Sorting Algorithm for Modular Multilevel Converter," 2018 14th International Conference on AC and DC Power Transmission (IET ACDC 2018). Chengdu, China, Jun. 28-29, 2018: 1-5. (EI: 20191706837997)
  7. WANG Die, HAN Gui-quan, PANG Su-min, WANG Ming-fei, HAN Guo-hui, Xudong Hao, Hang Song, Jun Liu*. "A Novel Optimal Approach in the EMS of Microgrids Based on Online Forecasts," 2018 14th International Conference on AC and DC Power Transmission (IET ACDC 2018). Chengdu, China, Jun. 28-29, 2018: 1-5. (EI: 20191706838392)

2017:

  1. Lin Cheng, Min Gao*, Xianbo Ke, Xiaoqiang Sun, Jun Liu, Huiwen Sun, Jia Lyu, "A Combined AC-DC Control Strategy for Commutation Failure Mitigation," 2017 1st IEEE Conference on Energy Internet and Energy System (IEEE EI2 2017). Beijing, China, Nov. 26-28, 2017: 1-6. (EI: 20182705394010)
  2. Ahmad Asad, Wanliang Fang, Jun Liu*, Xudong Hao, "Power Transformer Transient Modeling Considering the Effects of On-Load Tap Changer," 2017 4th International Conference on Electric Power Equipment (ICEPE2017). Xi'an, China, Oct. 22-25, 2017: 1-5. (EI: 20182005203075)
  3. Jun Liu, Can Su, Xu Wang, Wanliang Fang*, Shuanbao Niu, Lin Cheng. "Abnormality in Power System Transient Stability Control of BESS/STATCOM," 2017 IET International Conference on Renewable Power Generation (IET RPG2017). Wuhan, China, Oct. 19 - 20, 2017: 1-6. (EI: 20181104910167) Jun Liu, Can Su, Xu Wang, Wanliang Fang*, Shuanbao Niu, Lin Cheng. "Abnormality in Power System Transient Stability Control of BESS/STATCOM," The Journal of Engineering. 2017, 2017(13): 1040-1044. (EI: 20181104910167)
  1. Jun Liu, Xudong Hao, Wanliang Fang*, Zhanhong Wei, Tianhang Wei, Haichao Xu, Shuanbao Niu, Lin Cheng. "Initialization of Full Electromagnetic Transient Simulation Via A Novel Transition State Calculation," 1st IEEE International Conference on Energy Internet (ICEI2017). Beijing, China, Apr. 18-21, 2017: 7-12. DOI 10.1109/ICEI.2017.9. (EI: 20172303741901)

2016:

  1. Chao Duan, Lin Jiang, Wanliang Fang, Jun Liu. "Multi-Period OPF with Energy Storages and Renewable Sources: A Parallel Moment Approach," 2016 IEEE Power and Energy Society General Meeting(IEEE PES GM2016). Boston, USA, Jul. 25-28, 2016: 1-5. DOI: 10.1109/PESGM.2016.7741519. (EI: 20165003117306)
  2. Jun Liu, Ahmad Asad, Kejian Nie, Wanliang Fang*, Junxian Hou, Zutao Xiang. "Research of Transformer Modeling Considering the Influence of Tap Positions on Original Parameters," IEEE PES Asia-Pacific Power and Energy Engineering Conference 2016 (IEEE PES APPEEC 2016). Xi'an, China, Oct. 25-28, 2016: 2209 - 2214. DOI: 10.1109/APPEEC.2016.7779879. (EI: 20170403277857)
  3. Jun Liu, Tianhang Wei*, Jiayu Liu, Zhanhong Wei, Junxian Hou, Zutao Xiang. "Suppression of Numerical Oscillations in Power System Electromagnetic Transient Simulation via 2S-DIRK Method," IEEE PES Asia-Pacific Power and Energy Engineering Conference 2016 (IEEE PES APPEEC 2016). Xi'an, China, Oct. 25-28. 2016: 2230 - 2235. DOI: 10.1109/APPEEC.2016.7779883. (EI: 20170403277861)
  4. Zhanhong Wei, Jun Liu, Wanliang Fang*, Junxian Hou, Zutao Xiang. "Commutation Failure Analysis in Single- and Multi-infeed HVDC Systems," IEEE PES Asia-Pacific Power and Energy Engineering Conference 2016 (IEEE PES APPEEC 2016). Xi'an, China, Oct. 25-28. 2016: 2244 - 2249. DOI: 10.1109/APPEEC.2016.7779887. (EI: 20170403277865)
  5. Jun Liu, Xu Wang, Wanliang Fang, Lin Cheng, Shuanbao Niu, Chao Huo, Jili Wang. "A Novel Load Flow Model for Distribution Systems Based on Current Injections," 2016 China International Conference on Electricity Distribution (CICED 2016). Xi’an, China, Aug. 10-13, 2016: 1-6. DOI: 10.1109/CICED.2016.7576094. (EI:  20164202907141)
  6. Kun Ding, Jun Liu*, Xu Wang, Xudong Zhang, Ningbo Wang. "Research of An Active and Reactive Power Coordinated Control Method for Photovoltaic Inverters to Improve Power System Transient Stability," 2016 China International Conference on Electricity Distribution (CICED 2016). Xi’an, China, Aug. 10-13, 2016: 1-5. DOI: 10.1109/CICED.2016.7576223. (EI: 20164202907170, Best Paper Award)
  1. Jian He, Jun Liu*, Xudong Hao, Xu Wang, Xudong Zhang. "Study on Inter-harmonics in Short-Circuit Current of Hybrid AC/DC Electric Power Systems," 2016 China International Conference on Electricity Distribution (CICED 2016). Xi’an, China, Aug. 10-13, 2016: 1-5. DOI: 10.1109/CICED.2016.7576162. (EI: 20164202907109)

2015:

  1. Jun Liu, Wanliang Fang, Chao Duan, Zhanhong Wei, Zenghui Yang, Yong Cui. "Fault Current Limiting by Phase Shifting Angle Control of TCPST," 2015 IEEE Power and Energy Society General Meeting (IEEE PES GM2015). Denver, USA, Jul. 2015: 1-6. (IDS 号: BE3YU, WOS:000371397503024, EI: 20160601898303)
  2. Shuanbao Niu, Jili Wang, Chao Huo, Jun Liu*. "A Novel Power Flow Calculation Model with the Elimination of Interconnecting Nodes," The First International Conference on Information Sciences, Machinery, Materials and Energy (ICISMME 2015). April 11-13, 2015, Chongqing, China. Atlantis Press, 2015: 1-8. (IDS 号: BD3KY, WOS:000359818900040, CPCI)

2013:

  1. Jun Liu, Wanliang Fang, Yongqian Yang, Chunxiang Yang, Shen Lei, and Suilin Fu. "Increasing Wind Power Penetration Level Based on Hybrid Wind and Photovoltaic Generation," IEEE TENCON 2013, Xi'an, China, Oct. 2013: 1-5. (IDS 号: BA3VD, WOS:000334921600152, EI: 20140917392949)
  2. Jiahao Kou, Jun Liu*, Qifan Li, Wanliang Fang, Zhenhuan Chen, Linlin Liu, and Tieying Guan. "Photovoltaic Power Forecasting Based on Artificial Neural Network and Meteorological Data," IEEE TENCON 2013, Xi'an, China, Oct. 2013: 1-4. (IDS 号: BA3VD, WOS:000334921600068, EI: 20140917392865, 通讯作者)

2012 Before:

  1. Jun Liu, G. M. Huang, Z. Ma. "Optimizing the Arcing Time for Smart Circuit Breakers Using Synchronous Phase Control," 36th Annual Conference on IEEE Industrial Electronics Society (IECON 2010). Pheonix, USA, Nov. 2010: 3347-3352. (IDS 号: BYT36, WOS:000300146002052, EI: 20110413615008)
  2. Jun Liu, G. M. Huang, Zhiying Ma. "A Novel Intelligent High Voltage SF6 Circuit Breaker," 2010 IEEE Power and Energy Society General Meeting (IEEE PES GM2010). Minneapolis, USA, Jul. 2010: 1-6. (IDS 号: BTO76, WOS:000287611901085, EI: 20104913448582)
  3. Jun Liu, Z. Ma. "A Novel Algorithm for Online Real-Time Calculation of Short-Circuit Current," Proceedings of the 16th International Conference on Gas Discharge and their Applications(GD2006). Xi'an, China, Sep. 2006: 2745-2749.

 

全文下载地址：

https://www.researchgate.net/profile/Jun_Liu143/contributions?ev=prf_act

 

项目研究

 

纵向课题

    1. 响应驱动的大电网稳定性智能增强分析与控制技术 - 提升响应驱动稳定性判别可信度的混合智能增强分析技术（2021/12～2024/11）（国家重点研发计划2021YFB2400800, SGSDDK00WJJS2200092），任务负责
    2. 基于模型-数据融合的交直流混联系统在线暂态稳定性评估方法研究（2022/01～2025/12）（国家自然科学基金面上项目52177111），主持
    3. 面向新型城镇的能源互联网关键技术及应用 - 能源互联网技术经济评价理论与方法（2018/08～2021/07）（国家重点研发计划2018YFB0905004HZ, SGTJDK00DWJS1800232），任务负责
    4. 基于全电磁暂态数学模型的大规模交直流混联电力系统暂态稳定性仿真方法研究（2016/01～2018/12）（国家自然科学基金青年项目51507126），主持
    5. 智能生产线技术与智造系统研发（2020/09～2021/08）（人工智能与数字经济广东省实验室（广州）-科研基地专项-2020开放基金77），主持
    6. 基于多云层图像模式分类的新能源光伏超短期功率预测研究（2017/01～2019/12）（中央高校科研业务费项目xjj2017145）主持
    7. 基于状态轨迹灵敏度理论的含光伏电力系统电压控制方法研究（2014/01～2015/12）（中国博士后科学基金面上项目2013M542349）主持
    8. 含光伏发电电力系统电压协调控制方法研究（2014/01～2015/12）（电力设备电气绝缘国家重点实验室 中青年创新基金项目 EIPE14314）主持
    9. 大规模光伏发电接入对电力系统电压的影响及控制方法研究（2013/01～2015/12）（中央高校科研业务费项目xjj2013026）主持
    10. 光伏电站发电特性分析及对电网运行影响研究（新教师科研支持计划项目2012/03～2014/12）主持
    11. 智能电网中针对“互动”用电信息的假数据注入攻击危害分析及防御策略研究（2014/01～2017/12，国家自然科学基金面上项目，61373115）参与
    12. 含高比例可再生能源的电力系统优化运行与控制保护关键技术研究（2017/01～2019/12，陕西省重点研发计划项目，2017ZDCXL-GY-02-03），参与
    13. 电力系统电压稳定裕度的实时监测研究（2008/09～2009/08，Texas A&M University, College Station, USA）参与
    14. 断路器智能操作控制器理论及应用（2004/02～2008/07）（国家自然科学基金面上项目 59677007）参与

横向课题

    1. 国网湖北营销中心2022年典型配电网负荷集群需求响应能力评估与聚合调控研究（No. SGHBYJ00JSJS2200139, No. 20221039）- 国网湖北省电力有限公司营销服务中心（计量中心），主持
    2. 分布式光伏并网特性优化及动态监测技术研究-分布式光伏并网特性及广域动态监测技术研究（No. 5226KY220019, No. 20220911）- 国网陕西省电力有限公司电力科学研究院，主持
    3. 高比例新能源电力系统多源调频协同控制技术研究-高比例新能源电力系统一次调频优化配置方案研究（No. 5226KY220010, No. 20220910）- 国网陕西省电力有限公司电力科学研究院，参与
    4. 信息物理环境下的数据驱动电网综合风险预警与评估技术（No. 2021YF-83, No. 20220909）- 国网辽宁省电力有限公司电力科学研究院，参与
    5. 多类型分布式储能需求预测与电网源网荷储协调规划方法研究（2022/06～2023/12）（No. 2022A-048, SGSDWF00FCJS2200344, No. 20220709）- 国网山东省电力公司潍坊供电公司，主持
    6. 面向新型电力系统的稳态分析、暂态及保护控制的数据驱动方法（No. 2100002022030304JF00075, No. 202206135）- 南方电网数字电网研究院有限公司，参与
    7. 计及源荷不确定性的新型电力系统日前调度计划决策技术研究（No. SGNRGF00NYJS2108148, No. 20220231）- 国电南瑞科技股份有限公司西安能源科技分公司，参与
    8. 用于电网综合风险预警的数据融合技术研究（No. 2021YF-83, No. 20210879）- 国网辽宁省电力有限公司电力科学研究院，参与
    9. 川藏铁路供电工程规划建设及运行关键技术研究（No. 20211154）- 国网四川省电力公司电力科学研究院，参与
    10. 基于多源信息融合的变压器故障远程智能诊断系统开发（No. 20211039）- 陕西银河景天电子有限责任公司，参与
    11. 大湾区新一代弹性电力系统调度运行技术研究课题1-4-ZKT04（2021/09～2024/03）（No. GDKJXM20202017, 036000KK52200061, No. 202109153）- 广东电网有限责任公司电力调度控制中心，参与
    12. 一体化智能电热冷水高效多联供技术研究（2021/06～2022/06）（No.YJY/21-027, No. 20210743）- 广东能源集团科学技术研究院有限公司，主持
    13. 新能源场站储能装置调节能力评估及优化运营调控方法研究（2021/06～2022/12）（No.2021A-016, SGSDWF00FCJS2100323, No. 20210691）- 国网山东省电力公司潍坊供电公司，主持
    14. 大规模新能源接入下的交直流混联电网短路电流关键技术与应用（2021/06～2021/11）（No., No. 202106108）- 国家电网有限公司西北分部，主持
    15. 高比例新能源多直流群送出电网综合送出能力分析及提升控制技术研究（2020/07～2021/12）（No.SGNW0000DKJS2000148, No. 202006124）- 国家电网公司西北分部，主持
    16. 可再生能源、储能接入智慧电厂关键技术与研究（2020/09～2021/12）（No.CG-2020-K-022, No.20201092）-中国能源建设集团广东省电力设计研究院有限公司，主持
    17. 海上风电主接线可靠性计算及软件开发（2019/11～2019/12）（No.CG-2019-K-024, No.201911147）-中国能源建设集团广东省电力设计研究院有限公司，主持
    18. 西北电网2020年大反措研究及编制（2019/06～2019/12）（No.SGNW0000DKJS1900052, No. 20190661）- 国家电网公司西北分部，主持
    19. 送/受端直流近区大规模光伏发电的控制策略优化技术（2019/01～2020/12）（No.SGQH0000DKJS1900091, No.20190556）-国网青海省电力公司，参与
    20. 多直流弱送端电网新能源紧急功率控制技术研究及示范（2019/01～2020/12）（No.SGGSKY00DJJS1900024, No.20190480）-国网甘肃省电力公司电力科学研究院，主持
    21. 发电厂主接线可靠性计算及软件开发（2018/06～2018/12）（No.CG-2018-K-015, No.20181162）-中国能源建设集团广东省电力设计研究院有限公司，主持
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    26. 西北电网2018年大反措研究及编制（2017/06～2017/12）（No. 20170753）- 国家电网公司西北分部，主持
    27. 西北电网2017年大反措研究及编制（2016/06～2016/12）（No. SGTYHT/15-JS-194，No. 20161060）- 国家电网公司西北分部，主持
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    29. 河西光伏集中接入局部电网的协调运行关键技术研究（2015/07～2016/12）（No. SGGSKY00FJJS1500129，No. 20150806）- 国网甘肃省电力公司风电技术中心，主持
    30. 多目视觉检测光伏预测系统研制开发（2014/12～2015/06）（No. 20150640）-西安敏瑞电子科技有限公司，主持
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