分布式协同控制方法及在电力系统中的应用综述

doi:10.19595/j.cnki.1000-6753.tces.201637

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Abstract The research status of distributed cooperative control method in power system is summarized to meet the needs of the transformation from traditional power grid to smart grid. Firstly, the advantages and disadvantages of traditional centralized control and distributed control are compared and analyzed. Secondly, some common distributed cooperative control methods including the event triggered consistency algorithm are introduced. Then, the typical applications of distributed cooperative control method in power system are presented such as virtual power plant, economic dispatch, microgrid frequency control and distribution network reactive power optimization. Finally, the development trend of distributed cooperative control in power system is prospected. The problems to be solved and the future development direction of the research are pointed out.

Key words： Power system distributed cooperative control event triggering virtual power plant economic dispatch frequency control reactive power optimization

Received: 14 December 2020

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TM76

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	Yang Jun
	Hou Junhao
	Liu Yawei
	Zhang Huaguang

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Yang Jun,Hou Junhao,Liu Yawei等. Distributed Cooperative Control Method and Application in Power System[J]. Transactions of China Electrotechnical Society, 2021, 36(19): 4035-4049.

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https://dgjsxb.ces-transaction.com/EN/10.19595/j.cnki.1000-6753.tces.201637 OR https://dgjsxb.ces-transaction.com/EN/Y2021/V36/I19/4035

[1] 吉兴全, 张玉振, 张晓, 等. 计及电压稳定约束的微电网动态最优潮流[J]. 电力系统自动化, 2017, 41(14): 112-118, 125.
Ji Xingquan, Zhang Yuzhen, Zhang Xiao, et al.Dynamic optimal power flow of microgrid considering voltage stability constraints[J]. Automation of Electric Power Systems, 2017, 41(14): 112-118, 125.
[2] Hartono B S, Budiyanto Y, Setiabudy R.Review of microgrid technology[C]//2013 International Conference on QiR, Yogyakarta, 2013: 127-132.
[3] 徐建军, 王保娥, 闫丽梅, 等. 混合能源协同控制的智能家庭能源优化控制策略[J]. 电工技术学报, 2017, 32(12): 214-223.
Xu Jianjun, Wang Bao’e, Yan Limei, et al.The strategy of the smart home energy optimization control of the hybrid energy coordinated control[J]. Transactions of China Electrotechnical Society, 2017, 32(12): 214-223.
[4] Majumder R.Some aspects of stability in microgrids[J]. IEEE Transactions on Power Systems, 2013, 28(3): 3243-3252.
[5] Lopes J A P, Moreira C L, Madureira A G. Defining control strategiddes for microgrids island operation[J]. IEEE Transactions on Power Systems, 2006, 21(2): 916-924.
[6] Li Jingwei, Su Jianhui, Shi Yong, et al.Microgrid secondary frequency control method based on life optimization of energy storage units[C]//2014 International Power Electronics and Application Conference and Exposition, Shanghai, 2014: 1143-1147.
[7] Zuo Shan, Ali D, Song Yongduan, et al.Distributed finite-time voltage and frequency restoration in island AC microgrids[J]. IEEE Transactions on Industrial Electronics, 2016, 63(10): 5988-5997.
[8] Yu Guoxing, Song Huihui, Hou Rui, et al.Distributed frequency control strategy for islanded microgrid with consideration of transmission congestion[J]. International Journal of Smart Home, 2016, 10(6): 309-320.
[9] 余志文, 艾芊. 基于多智能体一致性的微电网自适应下垂控制策略[J]. 电力自动化设备, 2017, 37(12): 150-156.
Yu Zhiwen, Ai Qian.Adaptive droop control strategy for microgrid based on consensus of multi-agent system[J]. Electric Power Automation Equipment, 2017, 37(12): 150-156.
[10] 肖湘宁, 王鹏, 陈萌. 基于分布式多代理系统的孤岛微电网二次电压控制策略[J]. 电工技术学报, 2018, 33(8): 1894-1902.
Xiao Xiangning, Wang Peng, Chen Meng.Secondary voltage control in an islanded microgrid based on distributed multi-agent system[J]. Transactions of China Electrotechnical Society, 2018, 33(8): 1894-1902.
[11] 阮博, 俞德华, 李斯吾. 基于一致性的微网分布式能量管理调度策略[J]. 电力系统保护与控制, 2018, 46(15): 23-28.
Ruan Bo, Yu Dehua, Li Siwu.Consensus algorithm based distributed energy management strategy of microgrids[J]. Power System Protection and Control, 2018, 46(15): 23-28.
[12] 唐程辉, 张凡, 张宁, 等. 基于风电场总功率条件分布的电力系统经济调度二次规划方法[J]. 电工技术学报, 2019, 34(10): 2069-2078.
Tang Chenghui, Zhang Fan, Zhang Ning, et al.Quadratic programming for power system economic dispatch based on the conditional probability distribution of wind farms sum power[J]. Transactions of China Electrotechnical Society, 2019, 34(10): 2069-2078.
[13] 乐健, 周谦, 赵联港, 等. 基于一致性算法的电力系统分布式经济调度方法综述[J]. 电力自动化设备, 2020, 40(3): 44-54.
Le Jian, Zhou Qian, Zhao Liangang, et al.Overview of distributed economic dispatch methods for power system based on consensus algorithm[J]. Electric Power Automation Equipment, 2020, 40(3): 44-54.
[14] 刘东奇, 王耀南, 袁小芳. 电动汽车充放电与风力/火力发电系统的协同优化运行[J]. 电工技术学报, 2017, 32(3): 18-26.
Liu Dongqi, Wang Yaonan, Yuan Xiaofang.Cooperative dispatch of large-scale electric vehicles with wind-thermal power generating system[J]. Transactions of China Electrotechnical Society, 2017, 32(3): 18-26.
[15] 车泉辉, 娄素华, 吴耀武, 等. 计及条件风险价值的含储热光热电站与风电电力系统经济调度[J]. 电工技术学报, 2019, 34(10): 2047-2055.
Che Quanhui, Lou Suhua, Wu Yaowu, et al.Economic dispatching for power system of concentrated solar power plant with thermal energy storage and wind power considering conditional value-at-risk[J]. Transactions of China Electrotechnical Society, 2019, 34(10): 2047-2055.
[16] 蒲天骄, 刘威, 陈乃仕, 等. 基于一致性算法的主动配电网分布式优化调度[J]. 中国电机工程学报, 2017, 37(6): 1579-1590.
Pu Tianjiao, Liu Wei, Chen Naishi, et al.Distributed optimal dispatching of active distribution network based on consensus algorithm[J]. Proceedings of the CSEE, 2017, 37(6): 1579-1590.
[17] 刘云. 智能电网环境下分布式电源的协调控制与优化算法研究[D]. 杭州: 浙江大学, 2016.
[18] Kim T H, Sugie T.Cooperative control for target-capturing task based on a cyclic pursuit strategy[J]. Automatica, 2007, 43(8): 1426-1431.
[19] Li Jianzhen, Xu Shengyuan, Wang Haibo.Distributed average consensus control in networks of agents using outdated states[J]. IET Control Theory & Applications, 2010, 4(5): 746-758.
[20] 龙慧, 樊晓平, 刘少强. 多智能体系统分布式一致性算法研究现状[J]. 计算机工程与应用, 2013, 49(1): 36-42, 81.
Long Hui, Fan Xiaoping, Liu Shaoqiang.Review of distributed consensus problem in multi-agent system[J]. Computer Engineering and Applications, 2013, 49(1): 36-42, 81.
[21] 郝然, 艾芊, 朱宇超. 基于多智能体一致性的能源互联网协同优化控制[J]. 电力系统自动化, 2017, 41(15): 10-17, 57.
Hao Ran, Ai Qian, Zhu Yuchao.Cooperative optimal control of energy internet based on multi-agent consistency[J]. Automation of Electric Power Systems, 2017, 41(15): 10-17, 57.
[22] Saber R O, Murray R M.Consensus protocols for networks of dynamic agents[C]//Proceedings of the 2003 American Control Conference, Denver, 2003: 951-956.
[23] Chen Gang, Zhao Zhongyuan.Delay effects on consensus-based distributed economic dispatch algorithm in microgrid[J]. IEEE Transactions on Power Systems, 2018, 33(1): 602-612.
[24] Zhao Chengcheng, Duan Xiaoming, Shi Yang.Analysis of consensus-based economic dispatch algorithm under time delays[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2020, 50(8): 2978-2988.
[25] Duan Jie, Chow M.Robust consensus-based distributed energy management for microgrids with packet losses tolerance[J]. IEEE Transactions on Smart Grid, 2020, 11(1): 281-290.
[26] Liu Wei, Wu Qingpo, Zhou Shaolei, et al.Leader-follower consensus control of multi-agent systems with extended Laplacian matrix[C]//The 27th Chinese Control and Decision Conference (2015 CCDC), Qingdao, 2015: 5393-5397.
[27] Yu Jimin, Yan Chuanyou, Huang Mei.Research of consistency problem for quadrotor UAV system with leader-follower[C]//2019 Chinese Automation Congress (CAC), Hangzhou, 2019: 616-621.
[28] Liu Honggang, Liu Zhongxin, Chen Zengqiang.Leader-following consensus of second-order multi-agent systems with a smart leader[C]//2017 36th Chinese Control Conference (CCC), Dalian, 2017: 8090-8095.
[29] Liu Xiongding, Li Tao, Sun Shiping, et al.Distributed finite-time leader-following consensus of second order nonlinear multi-agent systems under undirected and directed topology[C]//2019 WRC Symposium on Advanced Robotics and Automation, Beijing, 2019: 254-259.
[30] Ji M, Ferrari-Trecate G, Egerstedt M.Containment control in mobile networks[J]. IEEE Transactions on Automatic Control, 2008, 53(8): 1972-1975.
[31] Cao Yongcan, Ren Wei.Containment control with multiple stationary or dynamic leaders under a directed interaction graph[C]//48th IEEE Conference Decision Control, Shanghai, 2009: 3014-3019.
[32] Wen Guanghui, Zhao Yu, Duan Zhisheng, et al.Containment of higher-order multi-leader multi-agent systems: A dynamic output approach[J]. IEEE Transactions on Automatic Control, 2016, 61(4): 1135-1140.
[33] 欧阳聪, 刘明波, 林舜江, 等. 采用同步型交替方向乘子法的微电网分散式动态经济调度算法[J]. 电工技术学报, 2017, 32(5): 134-142.
Ouyang Cong, Liu Mingbo, Lin Shunjiang, et al.Decentralized dynamic economic dispatch algorithm of microgrids using synchronous alternating direction method of multipliers[J]. Transactions of China Electrotechnical Society, 2017, 32(5): 134-142.
[34] Liu Qinghua, Shen Xinyue, Gu Yuantao.Linearized ADMM for nonconvex nonsmooth optimization with convergence analysis[J]. IEEE Access, 2019, 7: 76131-76144.
[35] Xie Yue, Shanbhag U V.SI-ADMM: A stochastic inexact ADMM framework for stochastic convex programs[J]. IEEE Transactions on Automatic Control, 2020, 65(6): 2355-2370.
[36] 张宝群, 胡长斌, 马龙飞, 等. 基于小信号稳定性分析的含VSG微电网电能质量主动控制[J]. 电力系统自动化, 2019, 43(23): 210-216.
Zhang Baoqun, Hu Changbin, Ma Longfei, et al.Active power quality control for microgrid with virtual synchronous generator based on small-signal stability analysis[J]. Automation of Electric Power Systems, 2019, 43(23): 210-216.
[37] Nedic A, Ozdaglar A.Distributed subgradient methods for multi-agent optimization[J]. IEEE Transactions on Automatic Control, 2009, 54(1): 48-61.
[38] 周兵凯, 杨晓峰, 张智, 等. 能量路由器中双有源桥直流变换器多目标优化控制策略[J]. 电工技术学报, 2020, 35(14): 3030-3040.
Zhou Bingkai, Yang Xiaofeng, Zhang Zhi, et al.Multi-objective optimization control strategy of dual-active-bridge DC-DC converter in electric energy router application[J]. Transactions of China Electrotechnical Society, 2020, 35(14): 3030-3040.
[39] 李甲地, 李德权. 切换网络分布式次梯度优化算法[J]. 计算机科学, 2018, 45(1): 228-232.
Li Jiadi, Li Dequan.Distributed subgradient optimization algorithm for multi-agent switched networks[J]. Computer Science, 2018, 45(1): 228-232.
[40] 刘军, 李德权. 具有通信时延的多个体分布式次梯度优化算法[J]. 合肥工业大学学报(自然科学版), 2013, 36(5): 559-565.
Liu Jun, Li Dequan.Distributed subgradient method for multi-agent optimization with communication delays[J]. Journal of Hefei University of Technology(Natural Science), 2013, 36(5): 559-565.
[41] Su Hanguang, Zhang Huaguang, Jiang He, et al.Decentralized event-triggered adaptive control of discrete-time nonzero-sum games over wireless sensor-actuator networks with input constraints[J]. IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(10): 4254-4266.
[42] Ding Lei, Han Qinglong, Ge Xiaohua, et al.An overview of recent advances in event-triggered consensus of multiagent systems[J]. IEEE Transactions on Cybernetics, 2018, 48(4): 1110-1123.
[43] Meng Xiangyu, Chen Tongwen.Event based agreement protocols for multi-agent networks[J]. Automatica, 2013, 49(7): 2125-2132.
[44] Fan Yuan, Feng Gang, Wang Yong, et al.Distributed event-triggered control of multi-agent systems with combinational measurements[J]. Automatica, 2013, 49(2): 671-675.
[45] 谢光强, 杜宇凡, 陈俊宇, 等. 一种基于切换拓扑和事件触发机制的一致性协议[J/OL]. 计算机应用研究, DOI:10.19734/j.issn.1001-3695.2020.01.0035.
Xie Guangqiang, Du Yufan, Chen Junyu, et al.Consensus protocol based on switching topology and event triggering mechanism[J/OL]. Application Research of Computers, DOI: 10.19734/j.issn.1001-3695.2020.01.0035.
[46] 刘远山, 杨洪勇, 李玉玲, 等. 分布式事件触发多自主体领导跟随一致性研究[J]. 智能系统学报, 2019, 14(5): 991-997.
Liu Yuanshan, Yang Hongyong, Li Yuling, et al.Distributed event-triggered consensus control of multi-agent systems with leader-following[J]. CAAI Transactions on Intelligent Systems, 2019, 14(5): 991-997.
[47] 杨珺, 孔文康, 孙秋野. 智能算法在含分布式电源配电网故障恢复的应用综述[J]. 控制与决策, 2019, 34(9): 1809-1818.
Yang Jun, Kong Wenkang, Sun Qiuye.Application of intelligent algorithms to service restoration of distribution network with distributed generations[J]. Control and Decision, 2019, 34(9): 1809-1818.
[48] 李华东, 李勇, 李文博. 考虑源网荷互动的虚拟发电厂分布式协同控制[J]. 电气传动, 2019, 49(3): 72-77.
Li Huadong, Li Yong, Li Wenbo.Distributed cooperative control for virtual power plants considering interaction of source,network and load[J]. Electric Drive, 2019, 49(3): 72-77.
[49] 夏榆杭, 刘俊勇. 基于分布式发电的虚拟发电厂研究综述[J]. 电力自动化设备, 2016, 36(4): 100-106, 115.
Xia Yuhang, Liu Junyong.Review of virtual power plant based on distributed generation[J]. Electric Power Automation Equipment, 2016, 36(4): 100-106, 115.
[50] Yu Jie, Jiao Yiping, Ni Ming, et al.VPP frequency response feature based on distributed control strategy[C]//2016 China International Conference on Electricity Distribution (CICED), Xi'an, 2016: 1-5.
[51] Yang Yinguo, Lu Qiuyu, Wu Shuangxi, et al.Coordinated primary frequency control for virtual power plant based on distributed subgradient-projection method[C]//2019 IEEE Innovative Smart Grid Technologies - Asia (ISGT Asia), Chengdu, 2019: 1638-1643.
[52] Kim J, Muljadi E, Gevorgian V, et al.Capability-coordinated frequency control scheme of a virtual power plant with renewable energy sources[J]. IET Generation,Transmission & Distribution, 2019, 13(16): 3642-3648.
[53] Xu Yongming, Cheng Zhenlong, Hu Sheng, et al.Distributed coordination control of multiple VPPs in an active distribution network[C]//2019 Chinese Automation Congress (CAC), Hangzhou, 2019: 5429-5432.
[54] Boyd S, Parikh N, Chu E, et al.Distributed optimization and statistical learning via the alternating direction method of multipliers[J]. Foundations and Trends in Machine Learning, 2010, 3(1): 1-122.
[55] Essakiappan S, Shoubaki E, Koerner M, et al.Dispatchable virtual power plants with forecasting and decentralized control, for high levels of distributed energy resources grid penetration[C]//2017 IEEE 8th International Symposium on Power Electronics for Distributed Generation Systems (PEDG), Florianopolis, 2017: 1-8.
[56] 周玮, 孙辉, 顾宏, 等. 含风电场的电力系统经济调度研究综述[J]. 电力系统保护与控制, 2011, 39(24): 148-154.
Zhou Wei, Sun Hui, Gu Hong, et al.A review on economic dispatch of power system including wind farms[J]. Power System Protection and Control, 2011, 39(24): 148-154.
[57] 苏晨, 吴在军, 吕振宇, 等. 基于边际成本下垂控制的自治微电网分布式经济运行控制[J]. 电力自动化设备, 2016, 36(11): 59-66.
Su Chen, Wu Zaijun, Lü Zhenyu, et al.Droop control based on marginal cost for distributed economic operation of islanded microgrid[J]. Electric Power Automation Equipment, 2016, 36(11): 59-66.
[58] 郑伟, 胡长斌, 丁丽, 等. 基于多智能体系统微电网分布式控制研究[J]. 高压电器, 2019, 55(3): 177-184.
Zheng Wei, Hu Changbin, Ding Li, et al.Research on distributed control of microgrid based on multi-agent system[J]. High Voltage Apparatus, 2019, 55(3): 177-184.
[59] 王程, 刘念. 基于交替方向乘子法的互联微电网系统分布式优化调度[J]. 电网技术, 2016, 40(9): 2675-2681.
Wang Cheng, Liu Nian.Distributed optimal dispatching of interconnected microgrid system based on alternating direction method of multipliers[J]. Power System Technology, 2016, 40(9): 2675-2681.
[60] 吴成辉, 林声宏, 夏成军, 等. 基于模型预测控制的微电网群分布式优化调度[J]. 电网技术, 2020, 44(2): 530-538.
Wu Chenghui, Lin Shenghong, Xia Chengjun, et al.Distributed optimal dispatch of microgrid cluster based on model predictive control[J]. Power System Technology, 2020, 44(2): 530-538.
[61] 马锴, 于洋庆, 朱善迎, 等. 基于梯度下降和一致性的电网分布式经济调度算法[J]. 中国科学:信息科学, 2018, 48(10): 1364-1380.
Ma Kai, Yu Yangqing, Zhu Shanying, et al.Distributed algorithm for economic dispatch based on gradient descent and consensus in power grid[J]. Scientia Sinica: Informationis, 2018, 48(10): 1364-1380.
[62] 亢良伊, 王建飞, 刘杰, 等. 可扩展机器学习的并行与分布式优化算法综述[J]. 软件学报, 2018, 29(1): 109-130.
Kang Liangyi, Wang Jianfei, Liu Jie, et al.Survey on parallel and distributed optimization algorithms for scalable machine learning[J]. Journal of Software, 2018, 29(1): 109-130.
[63] Gregoratti D, Matamoros J.Distributed energy trading: the multiple-microgrid case[J]. IEEE Transactions on Industrial Electronics, 2015, 62(4): 2551-2559.
[64] 郭伟, 赵洪山. 基于改进分布式一致性算法的电池储能阵列分组控制策略[J]. 电工技术学报, 2019, 34(23): 4991-5000.
Guo Wei, Zhao Hongshan.Grouping control strategy of battery energy storage array system based on an improved distributed consensus algorithm[J]. Transactions of China Electrotechnical Society, 2019, 34(23): 4991-5000.
[65] 付强, 杜文娟, 王海风. 交直流混联电力系统小干扰稳定性分析综述[J]. 中国电机工程学报, 2018, 38(10): 2829-2840, 3134.
Fu Qiang, Du Wenjuan, Wang Haifeng.Small signal stability analysis of AC/DC hybrid power system:An overview[J]. Proceedings of the CSEE, 2018, 38(10): 2829-2840, 3134.
[66] Shi Mengxuan, Chen Xia, Zhou Jianyu, et al.PI-consensus based distributed control of AC microgrids[J]. IEEE Transactions on Power Systems, 2020, 35(3): 2268-2278.
[67] Zhang Mingsheng, Feng Peilei, Wu Hesong, et al.Hierarchical control strategy for microgrid[C]//2018 2nd IEEE Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC), Xi'an, 2018: 1528-1532.
[68] Dong Chaoyu, Jia Hongjie, Xu Qianwen, et al.Time-delay stability analysis for hybrid energy storage system with hierarchical control in DC microgrids[J]. IEEE Transactions on Smart Grid, 2018, 9(6): 6633-6645.
[69] 张占强, 窦春霞, 岳东, 等. 考虑通信时延的事件触发电压分布式协同控制[J]. 中国电机工程学报, 2020, 40(17): 5426-5435.
Zhang Zhanqiang, Dou Chunxia, Yue Dong, et al.Event-triggered voltage distributed cooperative control with communication delay[J]. Proceedings of the CSEE, 2020, 40(17): 5426-5435.
[70] 魏文军, 唐彬峰, 黄巨龙, 等. 基于有限时间一致性的微电网分层优化策略[J]. 电力系统及其自动化学报, 2020, 32(6): 7-13.
Wei Wenjun, Tang Binfeng, Huang Julong, et al.Hierarchical optimization strategy for microgrid based on finite-time consensus[J]. Proceedings of the CSU-EPSA, 2020, 32(6): 7-13.
[71] 杨秋霞, 袁冬梅, 郭小强, 等. CPS概念下基于事件触发且考虑通信丢包及扰动的微网分层控制策略[J]. 电工技术学报, 2019, 34(15): 3209-3221.
Yang Qiuxia, Yuan Dongmei, Guo Xiaoqiang, et al.An event-triggered hierarchical control strategy based on concept of CPS for micro-grid considering with packet loss and communication disturbance[J]. Transactions of China Electrotechnical Society, 2019, 34(15): 3209-3221.
[72] 于国星, 侯睿, 汪任潇, 等. 孤岛微网分层分布式频率调节及功率优化控制[J]. 电力系统自动化, 2020, 44(7): 53-66.
Yu Guoxing, Hou Rui, Wang Renxiao, et al.Hierarchical distributed frequency regulation and power optimization control for islanded microgrid[J]. Automation of Electric Power Systems, 2020, 44(7): 53-66.
[73] 王勇, 陈明, 张明, 等. 基于等网损微增率的主动配电网分布式无功优化方法[J]. 电网技术, 2017,41(12): 3780-3789.
Wang Yong, Chen Ming, Zhang Ming, et al.Distributed reactive power optimization for active distribution network based on equal incremental rate of network loss[J]. Power System Technology, 2017,41(12): 3780-3789.
[74] 梁海峰, 林嘉麟, 李鹏. 含分布式能源直流配电网的优化调度[J]. 中国电力, 2016, 49(3): 123-127, 159.
Liang Haifeng, Lin Jialin, Li Peng.Optimal dispatch of DC distribution network with distributed energy resources[J]. Electric Power, 2016, 49(3): 123-127, 159.
[75] 王笑雪, 徐弢, 王成山, 等. 基于MAS的主动配电网分布式电压控制[J]. 中国电机工程学报, 2016, 36(11): 2918-2926.
Wang Xiaoxue, Xu Tao, Wang Chengshan, et al.Distributed voltage control in active distribution networks utilizing multiple agent system[J]. Proceedings of the CSEE, 2016, 36(11): 2918-2926.
[76] 尤毅, 刘东, 钟清, 等. 主动配电网优化调度策略研究[J]. 电力系统自动化, 2014, 38(9): 177-183.
You Yi, Liu Dong, Zhong Qing, et al.Research on optimal schedule strategy for active distribution network[J]. Automation of Electric Power Systems, 2014, 38(9): 177-183.
[77] 寇凌峰, 吴鸣, 李洋, 等. 主动配电网分布式有功无功优化调控方法[J]. 中国电机工程学报, 2020, 40(6): 1856-1865.
Kou Lingfeng, Wu Ming, Li Yang, et al.Optimization and control method of distributed active and reactive power in active distribution network[J]. Proceedings of the CSEE, 2020, 40(6): 1856-1865.
[78] 梁俊文, 林舜江, 刘明波. 主动配电网分布式无功优化控制方法[J]. 电网技术, 2018, 42(1): 230-237.
Liang Junwen, Lin Shunjiang, Liu Mingbo.A method for distributed optimal reactive power control of active distribution network[J]. Power System Technology, 2018, 42(1): 230-237.
[79] 张进, 胡存刚, 芮涛. 基于交替方向乘子法的主动配电网日前两阶段分布式优化调度策略[J/OL]. 中国电力, http://kns.cnki.net/kcms/detail/11.3265.TM. 20191106.0905.002.html.
Zhang Jin, Hu Cungang, Rui Tao. A day-ahead two-stage distributed optimal scheduling method for active distribution network based on ADMM[J/OL]. Electric Power, http://kns.cnki.net/kcms/detail/11.3265.TM. 20191106.0905.002.html.
[80] Gao Hongjun, Wang Jiayi, Liu Youbo, et al.An improved ADMM-based distributed optimal operation model of AC/DC hybrid distribution network considering wind power uncertainties[J]. IEEE Systems Journal, DOI: 10.1109/JSYST.2020.2994336.
[81] Tang Zhiyuan, Hill D J, Liu Tao.Fast distributed reactive power control for voltage regulation in distribution networks[J]. IEEE Transactions on Power Systems, 2019, 34(1): 802-805.
[82] Huang Bonan, Liu Lining, Zhang Huaguang, et al.Distributed optimal economic dispatch for microgrids considering communication delays[J]. IEEE Transactions on Systems, Man, and Cybernetics Systems, 2019, 49(8): 1634-1642.
[83] Zhang Huaguang, Cai Yuliang, Wang Yingchun, et al.Adaptive bipartite event-triggered output consensus of heterogeneous linear multiagent systems under fixed and switching topologies[J]. IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(11): 4816-4830.
[84] Wang Zhanshan, Wu Yanming, Liu Lei, et al.Adaptive fault-tolerant consensus protocols for multiagent systems with directed graphs[J]. IEEE Transactions on Cybernetics, 2020, 50(1): 25-35.
[85] Li Yushuai, Gao D W, Gao Wei, et al.Double-mode energy management for multi-energy system via distributed dynamic event-triggered newton-raphson algorithm[J]. IEEE Transactions on Smart Grid, 2020, 11(6): 5339-5356.
[86] 孙秋野, 胡杰, 胡旌伟, 等. 中国特色能源互联网三网融合及其“自-互-群”协同管控技术框架[J/OL]. 中国电机工程学报, 2021, 41(1): 40-51, 396.
Sun Qiuye, Hu Jie, Hu Jingwei, et al.Triple play of energy internet with Chinese characteristics and its self-mutual-group collaboration control technology framework[J/OL]. Proceedings of the CSEE, 2021, 41(1): 40-51, 396.