Review on cluster partitioning voltage control of power grid for high penetration of renewable energy integration

Jingshan MO, Qingyu DONG, Kaimin FAN, Dongrui YU, Jinglin MA, He WANG

Electric Power ›› 2026, Vol. 59 ›› Issue (8) : 107-123.

Home Journals Electric Power
Electric Power

Abbreviation (ISO4): Electric Power      Chairperson: Changyu OUYANG

About  /  Aim & scope  /  Editorial board  /  Indexed  /  Contact  / 
Electric Power ›› 2026, Vol. 59 ›› Issue (8) : 107-123. DOI: 10.11930/j.issn.1004-9649.202512009
Original article

Review on cluster partitioning voltage control of power grid for high penetration of renewable energy integration

Author information +
History +

Abstract

With the development of new power systems,the penetration of renewable energy generation keeps rising,and distributed photovoltaics(PV)are connected to the grid on a large scale,triggering a series of problems such as voltage violations and transient voltage instability.Traditional local voltage control plays a crucial role in local regulation due to its rapid response capability,while centralized control demonstrates superior potential for coordinated regulation through global optimization.However,facing the drastically increased system complexity caused by high-penetration of renewable energy integration,local control fails to achieve global coordination,and centralized control suffers from excessive computational dimensionality and heavy communication burdens.By contrast,cluster-based partition voltage control effectively balances resource utilization efficiency and control feasibility.In view of this,this paper summarizes the existing partitioning index systems.From two dimensions including static physical connection and dynamic regulation sensitivity,it analyzes the adaptability differences of indices such as electrical distance and voltage sensitivity to the spatiotemporal fluctuation characteristics of sources and loads. Secondly,three mainstream algorithms,namely traditional clustering,community detection and intelligent optimization, are compared to reveal the evolution trend of partitioning methods from static topological rigid partitioning to dynamic sequential elastic aggregation.Furthermore,voltage control strategies across different time scales are reviewed from the perspectives of cluster autonomy and multi-cluster coordination. Finally,based on a systematic review of the existing technical frameworks,future research directions including data-driven control,heterogeneous resource aggregation and resilient defense are further discussed.

This work is supported by National Natural Science Foundation of China(No.52307084).

Key words

distributed photovoltaic / cluster partitioning / transient voltage / active distribution network / transmission network

Cite this article

Download Citations
Jingshan MO , Qingyu DONG , Kaimin FAN , et al . Review on cluster partitioning voltage control of power grid for high penetration of renewable energy integration[J]. Electric Power. 2026, 59(8): 107-123 https://doi.org/10.11930/j.issn.1004-9649.202512009

References

[1]
王耀华, 李晓纯, 杨宇, 等. 全球能源转型与地缘环境的交互关系[J]. 中国电力, 2025, 58(12):1-13.
WANG Yaohua, LI Xiaochun, YANG Yu, et al. Interactions between global energy transition and geopolitical environment[J]. Electric Power, 2025, 58(12):1-13.
[2]
张琛, 葛睿, 靳晓凌, 等. 西班牙和葡萄牙4.28大停电关键问题分析及经验启示[J]. 中国电力, 2025, 58(12):119-127.
ZHANG Chen, GE Rui, JIN Xiaoling, et al. Analysis of key issues and implications of the April 28 great power blackout in Spain and Portugal[J]. Electric Power, 2025, 58(12):119-127.
[3]
邬嘉雨, 杨祺铭, 丁苒苒, 等. 高比例可再生能源配电网两阶段自适应鲁棒弹性提升策略[J]. 电力工程技术, 2025, 44(6):174-182.
WU Jiayu, YANG Qiming, DING Ranran, et al. Two stage adaptive robust resilience enhancement strategy for distribution network with high penetration of renewable energy[J]. Electric Power Engineering Technology, 2025, 44(6):174-182.
[4]
GUO Y F, ZHANG Q Z, WANG Z Y. Cooperative peak shaving and voltage regulation in unbalanced distribution feeders[J]. IEEETransactions on Power Systems, 2021, 36(6):5235-5244.
[5]
JI H R, WANG C S, LI P, et al. A centralized-based method to determine the local voltage control strategies of distributed generator operation in active distribution networks[J]. Applied Energy, 2018, 228:2024-2036.
[6]
李鹏, 于航, 夏曼, 等. 分布式光伏集群分层多模式无功控制策略[J]. 电网技术, 2016, 40(10):3038-3044.
LI Peng, YU Hang, XIA Man, et al. A hierarchical multi-mode var control strategy for grid-connected PV clusters[J]. Power System Technology, 2016, 40(10):3038-3044.
[7]
颜伟, 高强, 余娟, 等. 输电网络的分层分区电压无功调节方法[J]. 电网技术, 2011, 35(2):71-77.
YAN Wei, GAO Qiang, YU Juan, et al. An algorithm for hierarchical and partitioned regulation of voltage and reactive power in transmission network[J]. Power System Technology, 2011, 35(2): 71-77.
[8]
李军徽, 孙大朋, 朱星旭, 等. 光伏高渗透率下分布式储能群间协同的电压控制策略[J]. 电力系统自动化, 2023, 47(10):47-56.
LI Junhui, SUN Dapeng, ZHU Xingxu, et al. Voltage regulation strategy for distributed energy storage considering coordination among clusters with high penetration of photovoltaics[J]. Automation of Electric Power Systems, 2023, 47(10):47-56.
[9]
步雨洛, 吴俊勇, 史法顺, 等. 考虑新能源的暂态功角与电压稳定一体化评估[J]. 中国电力, 2025, 58(6):122-136.
BU Yuluo, WU Junyong, SHI Fashun, et al. Integrated assessment of transient angle stability and voltage stability considering renewable energy sources[J]. Electric Power, 2025, 58(6):122-136.
[10]
冯拓宁, 刘佳宁, 曹子奇, 等. 社区发现方法研究综述[J]. 中国电子科学研究院学报, 2024, 19(6):487-498, 503.
FENG Tuoyu, LIU Jianing, CAO Ziqi, et al. Comprehensive review of community detection methods[J]. Journal of China Academy of Electronics and Information Technology, 2024, 19(6):487-498, 503.
[11]
王方敏, 顼佳宇, 苏宁, 等. 新型电力系统风险抑制下分布式光伏承载力概率评估方法[J]. 中国电力, 2025, 58(6):33-44.
WANG Fangmin, XU Jiayu, SU Ning, et al. Probability evaluation method of distributed photovoltaic carrying capacity under risk suppression in new power system[J]. Electric Power, 2025, 58(6): 33-44.
[12]
蒋春容, 朱博汶, 周旭峰, 等. 基于分布式光伏集群控制的主动配电网电压优化策略[J]. 电力工程技术, 2025(3):188-200. JIANG Chunrong,ZHU Bowen,ZHOU Xufeng,et al. Voltage optimization strategy for active distribution network based on
distributed photovoltaic cluster control[J]. Electric Power Engineering Technology, 2025(3):188-200.
[13]
文贤馗, 周科, 张俊玮, 等. 基于单端口降阶模型的分布式光伏接入配电网交互影响分析[J]. 电力工程技术, 2025,44(4): 187-196. WEN Xiankui,ZHOU Ke,ZHANG Junwei,et al. Interaction effect analysis of distributed photovoltaic access to distributed network based on single-port reduced model[J]. Electric Power Engineering Technology,2025, 44(4):187-196.
[14]
YANG Y, SUN Y C, WANG Q, et al. Fast power grid partition for voltage control with balanced-depth-based community detection algorithm[J]. IEEE Transactions on Power Systems, 2022, 37(2): 1612-1622.
[15]
丁晓群, 黄伟, 章文俊, 等. 基于电压控制区的主导节点电压校正方法[J]. 电网技术, 2004, 28(14):44-48.
DING Xiaoqun, HUANG Wei, ZHANG Wenjun, et al. A pilot node voltage correction method based on voltage control area[J]. Power System Technology, 2004, 28(14):44-48.
[16]
魏震波, 刘俊勇, 程飞, 等. 利用社区挖掘的快速无功电压分区方法[J]. 中国电机工程学报, 2011, 31(31):166-172.
WEI Zhenbo, LIU Junyong, CHENG Fei, et al. Fast power network partitioning method in Mvar control space based on community mining[J]. Proceedings of the CSEE, 2011, 31(31):166-172.
[17]
鲍威, 朱涛, 赵川, 等. 基于聚类分析的三阶段二级电压控制分区方法[J]. 电力系统自动化, 2016, 40(5):127-132.
BAO Wei, ZHU Tao, ZHAO Chuan, et al. A three-stage network partition method for secondary voltage control based on agglomerative analysis[J]. Automation of Electric Power Systems, 2016, 40(5):127-132.
[18]
赵珊珊, 高菲, 李雅洁, 等. 基于改进模因算法的含微网群的柔性配电网多目标优化控制[J]. 中国电力, 2025, 58(9):97-104.
ZHAO Shanshan, GAO Fei, LI Yajie, et al. Multi-objective optimization control of flexible distribution networks with microgrid clusters based on improved memetic algorithm[J]. Electric Power, 2025, 58(9):97-104.
[19]
TAN Z F, YAN Z, ZHONG H W, et al. Non-iterative solution for coordinated optimal dispatch via equivalent projection:part I: theory[J]. IEEE Transactions on Power Systems, 2024, 39(1):890-898.
[20]
杨龙月, 任烜辰, 蔡智鹏, 等. 高光伏渗透率配电网电压控制策略研究综述[J]. 电网技术, 2024, 48(12):5056-5070.
YANG Longyue, REN Xuanchen, CAI Zhipeng, et al. Review on voltage control strategies for high PV penetration distributionnetworks[J]. Power System Technology, 2024, 48(12):5056-5070.
[21]
胡戎, 邱晓燕, 张志荣. 计及无功裕度的配电网两阶段无功优化调度策略[J]. 电力建设, 2021, 42(9):129-139.
HU Rong, QIU Xiaoyan, ZHANG Zhirong. Two-stage reactive power optimization for distribution network considering reactive power margin[J]. Electric Power Construction, 2021, 42(9):129-139.
[22]
丁明, 刘先放, 毕锐, 等. 采用综合性能指标的高渗透率分布式电源集群划分方法[J]. 电力系统自动化, 2018, 42(15):47-52, 141.
DING Ming, LIU Xianfang, BI Rui, et al. Method for cluster partition of high-penetration distributed generators based on comprehensive performance index[J]. Automation of Electric Power Systems, 2018, 42(15):47-52, 141.
[23]
陈婧华, 张琳娟, 卢丹, 等. 基于改进粒子群优化算法的分布式电源集群划分方法[J]. 郑州大学学报(工学版), 2023, 44(5):77-85.
CHEN Jinghua, ZHANG Linjuan, LU Dan, et al. Cluster partition method of distributed power supply based on improved particle swarm optimization algorithm[J]. Journal of Zhengzhou University (Engineering Science), 2023, 44(5):77-85.
[24]
窦晓波, 常莉敏, 倪春花, 等. 面向分布式光伏虚拟集群的有源配电网多级调控[J]. 电力系统自动化, 2018, 42(3):21-31.
DOU Xiaobo, CHANG Limin, NI Chunhua, et al. Multi-level dispatching and control of active distribution network for virtual cluster of distributed photovoltaic[J]. Automation of Electric Power Systems, 2018, 42(3):21-31.
[25]
李金雨, 宋福龙, 马俊杰, 等. 基于5G 基站可调度潜力与配电网集群划分的储能选址定容方法[J]. 电力系统自动化, 2023, 47(18): 151-160.
LI Jinyu, SONG Fulong, MA Junjie, et al. Siting and sizing method for energy storage based on dispatchable potential of 5G base station and cluster partition of distribution network[J]. Automation of Electric Power Systems, 2023, 47(18):151-160.
[26]
季红利, 徐雷, 杨佳卉, 等. 计及动态风光不确定性与需求响应的主动配电网有功-无功优化[J]. 中国电力, 2026, 59(2):47-60.
JI Hongli, XU Lei, YANG Jiahui, et al. Active-reactive power optimization of active distribution networks considering dynamic wind-solar renewable uncertainty and demand response[J]. Electric Power, 2026, 59(2):47-60.
[27]
ZHAO B, XU Z C, XU C, et al. Network partition-based zonal voltage control for distribution networks with distributed PV systems[J]. IEEE Transactions on Smart Grid, 2018, 9(5): 4087-4098.
[28]
郑吉祥, 钟俊. 基于节点类型和分区耦合性的复杂网络无功电压快 速分区方法[J]. 电网技术, 2020, 44(1):223-230.
ZHENG Jixiang, ZHONG Jun. A complex network theory fast partition algorithm of reactive voltage based on node type and coupling of partitions[J]. Power System Technology, 2020, 44(1): 223-230.
[29]
肖传亮, 赵波, 周金辉, 等. 配电网中基于网络分区的高比例分布式光伏集群电压控制[J]. 电力系统自动化, 2017, 41(21):147-155.
XIAO Chuanliang, ZHAO Bo, ZHOU Jinhui, et al. Network partition based cluster voltage control of high-penetration distributed photovoltaic systems in distribution networks[J]. Automation of Electric Power Systems, 2017, 41(21):147-155.
[30]
BARR J, MAJUMDER R. Integration of distributed generation in the volt/VAR management system for active distribution networks[J]. IEEE Transactions on Smart Grid, 2015, 6(2):576-586.
[31]
CHAI Y Y, GUO L, WANG C S, et al. Hierarchical distributed voltage optimization method for HV and MV distribution networks[J]. IEEE Transactions on Smart Grid, 2020, 11(2): 968-980.
[32]
郑培城, 周云海, 陈潇潇, 等. 基于改进模块化指数的有源配电网电压分布式控制策略[J]. 现代电子技术, 2024, 47(12):138-144.
ZHENG Peicheng, ZHOU Yunhai, CHEN Xiaoxiao, et al. Active distribution network voltage distributed control strategy based on improved modularization index[J]. Modern Electronics Technique, 2024, 47(12):138-144.
[33]
李鹏, 王加浩, 徐贤, 等. 面向新型电力系统潮流频繁波动的无功鲁棒分区方法[J]. 电力系统自动化, 2022, 46(11):102-110.
LI Peng, WANG Jiahao, XU Xian, et al. Robust reactive power partitioning method for frequent power flow fluctuation in new power system[J]. Automation of Electric Power Systems, 2022, 46(11): 102-110.
[34]
GANGANATH N, WANG J V, XU X Z, et al. Agglomerative clustering-based network partitioning for parallel power system restoration[J]. IEEE Transactions on Industrial Informatics, 2018, 14(8):3325-3333.
[35]
王磊, 张帆, 寇凌峰, 等. 基于 Fast Unfolding 聚类算法的规模化分布式光伏电源集群划分[J]. 太阳能学报, 2021, 42(10):29-34.
WANG Lei, ZHANG Fan, KOU Lingfeng, et al. Large-scale distributed PV cluster division based on fast unfolding clustering algorithm[J]. Acta Energiae Solaris Sinica, 2021, 42(10):29-34.
[36]
LI Q, DONG F X, ZHOU G W, et al. Co-optimization of virtual power plants and distribution grids:Emphasizing flexible resource aggregation and battery capacity degradation[J]. Applied Energy, 2025, 377: 124519.
[37]
管霖, 吴亮, 卓映君, 等. 面向暂态电压控制的大电网区域划分方法[J]. 电网技术, 2018, 42(11):3753-3759.
GUAN Lin, WU Liang, ZHUO Yingjun, et al. Large power system partitioning method for transient voltage control[J]. Power System Technology, 2018, 42(11):3753-3759.
[38]
林银鸿, 王彬, 葛怀畅, 等. 电网在线暂态电压安全分析的降维方法[J]. 电力系统自动化, 2021, 45(12):109-118.
LIN Yinhong, WANG Bin, GE Huaichang, et al. Dimension reduction method for online transient voltage security analysis of power grid[J]. Automation of Electric Power Systems, 2021, 45(12): 109-118.
[39]
马永翔, 朱文强, 郭阳, 等. 考虑储能参与的含高渗透率光伏配电网集群电压控制策略[J/OL]. 电气工程学报,1-9[2026-02-01].
MA Yongxiang, ZHU Wenqiang, GUO Yang, et al. Cluster voltage control strategy of high permeability photovoltaic distribution network considering participation of energy storage[J/OL]. Journal of Electrical Engineering,1-9[2026-02-01].
[40]
易姝娴, 王晶, 梁伟宸, 等. 面向农村配电网电压优化控制的自适应动态分区方法[J]. 电力系统及其自动化学报, 2025, 37(3):110-119.
YI Shuxian, WANG Jing, LIANG Weichen, et al. Adaptive dynamic partitioning method for voltage optimization control in rural distribution networks[J]. Proceedings of the CSU-EPSA, 2025, 37(3): 110-119.
[41]
尉同正, 杜红卫, 夏栋, 等. 基于改进 K-means 算法的分布式发电集群划分方法[J]. 华北电力大学学报(自然科学版), 2024(6): 49-57.
WEI Tongzheng, DU Hongwei, XIA Dong, et al. Distributed generation cluster partitioning method based on LGWO improved K-means algorithm[J]. Journal of North China Electric Power University(Natural Science Edition), 2024(6):49-57.
[42]
王泽森, 王宣元, 孔帅皓, 等. 计及多时间尺度碳排放因子的虚拟电厂-配电网协同调度[J]. 中国电力, 2026, 59(3):14-26.
WANG Zesen, WANG Xuanyuan, KONG Shuaihao, et al. Coordinated dispatch of virtual power plant and distribution network considering multi-time scale carbon emission factors[J]. Electric Power, 2026, 59(3):14-26.
[43]
WU Q G, XUE F, LU S F, et al. Integrated network partitioning and DERs allocation for planning of virtual microgrids[J]. Electric Power Systems Research, 2023, 216: 109024.
[44]
WU Q L, LI C X. A bi-level optimization framework for the power- side virtual power plant participating in day-ahead wholesale market as a price-maker considering uncertainty[J]. Energy, 2024, 304: 132050.
[45]
SUN X Z, QIU J, ZHAO J H. Real-time volt/var control in active distribution networks with data-driven partition method[J]. IEEE Transactions on Power Systems, 2021, 36(3):2448-2461.
[46]
倪向萍, 阮前途, 梅生伟, 等. 基于复杂网络理论的无功分区算法及其在上海电网中的应用[J]. 电网技术, 2007, 31(9):6-12.
NI Xiangping, RUAN Qiantu, MEI Shengwei, et al. A new network partitioning algorithm based on complex network theory and its application in Shanghai power grid[J]. Power System Technology, 2007, 31(9):6-12.
[47]
刘文通, 舒勤, 钟俊, 等. 基于局部电压稳定指标及复杂网络理论的无功电压分区方法[J]. 电网技术, 2018, 42(1):269-275.
LIU Wentong, SHU Qin, ZHONG Jun, et al. A new algorithm for partitioned regulation based on local voltage stability index and complex network theory[J]. Power System Technology, 2018, 42(1): 269-275.
[48]
孙秋野, 于潇寒, 王靖傲. "双高"配电系统的挑战与应对措施探讨[J]. 中国电机工程学报, 2024, 44(18):7115-7136.
SUN Qiuye, YU Xiaohan, WANG Jing'ao. Discussion on challenges and countermeasures of"double high"power distribution system[J]. Proceedings of the CSEE, 2024, 44(18):7115-7136.
[49]
COTILLA-SANCHEZ E, HINES P D H, BARROWS C, et al. Multi-attribute partitioning of power networks based on electrical distance[J]. IEEE Transactions on Power Systems, 2013, 28(4): 4979-4987.
[50]
王振浩, 王振霆, 王泽一, 等. 含高渗透率 DPV 交直流混合配电网多时间尺度分布式电压优化[J]. 高电压技术, 2025, 51(7):3466-3476.
WANG Zhenhao, WANG Zhenting, WANG Zeyi, et al. Multi-time scale distributed voltage optimization for high penetration DPV AC/DC hybrid distribution networks[J]. High Voltage Engineering, 2025, 51(7):3466-3476.
[51]
葛津铭, 刘英儒, 庞丹, 等. 含高渗透率光伏配电网的集群划分电压控制策略[J]. 高电压技术, 2024, 50(1):74-82.
GE Jinming, LIU Yingru, PANG Dan, et al. Cluster division voltage control strategy of photovoltaic distribution network with high permeability[J]. High Voltage Engineering, 2024, 50(1):74-82.
[52]
胡丹尔, 彭勇刚, 韦巍, 等. 多时间尺度的配电网深度强化学习无功优化策略[J]. 中国电机工程学报, 2022, 42(14):5034-5045.
HU Daner, PENG Yonggang, WEI Wei, et al. Multi-timescale deep reinforcement learning for reactive power optimization of distribution network[J]. Proceedings of the CSEE, 2022, 42(14):5034-5045.
[53]
AL KAABI S S, ZEINELDIN H H, KHADKIKAR V. Planning active distribution networks considering multi-DG configurations[J]. IEEE Transactions on Power Systems, 2014, 29(2):785-793.
[54]
BORGES C L T, MARTINS V F. Multistage expansion planning for active distribution networks under demand and distributed generation uncertainties[J]. International Journal of Electrical Power&Energy Systems, 2012, 36(1):107-116.
[55]
MARTINS V F, BORGES C L T. Active distribution network integrated planning incorporating distributed generation and load response uncertainties[J]. IEEE Transactions on Power Systems, 2011, 26(4):2164-2172.
[56]
CELLI G, GHIANI E, MOCCI S, et al. From passive to active distribution networks:methods and models for planning network transition and development[C]// 42nd International Conference on Large High Voltage Electric Systems, 2008:1-11.
[57]
于文鹏, 刘东, 余南华. 馈线控制误差及其在主动配电网协调控制中的应用[J]. 中国电机工程学报, 2013, 33(13):108-115.
YU Wenpeng, LIU Dong, YU Nanhua. Feeder control error and its application in coordinate control of active distribution network[J]. Proceedings of the CSEE, 2013, 33(13):108-115.
[58]
ABDELKADER S, AMISSAH J, ABDEL-RAHIM O. Virtual power plants:an in-depth analysis of their advancements and importance as crucial players in modern power systems[J]. Energy,Sustainability and Society, 2024, 14(1): 52.
[59]
徐艳春, 蒋伟俊, 汪平, 等. 考虑暂态电压稳定的含高渗透率风光的电网动态无功规划方法[J]. 电力自动化设备, 2022, 42(8):79-88.
XU Yanchun, JIANG Weijun, WANG Ping, et al. Dynamic reactive power planning method for power grid with high permeability wind power and photovoltaic considering transient voltage stability[J]. Electric Power Automation Equipment, 2022, 42(8):79-88.
[60]
KAWABE K, OTA Y, YOKOYAMA A, et al. Novel dynamic voltage support capability of photovoltaic systems for improvement of short-term voltage stability in power systems[J]. IEEE Transactions on Power Systems, 2017, 32(3):1796-1804.
[61]
陈波, 郭培, 谌艳红, 等. 暂态电压稳定薄弱区的厂站稳态无功协调方法[J]. 科学技术与工程, 2023, 23(17):7368-7377.
CHEN Bo, GUO Pei, CHEN Yanhong, et al. Coordination method of steady-state reactive power in plant and substation coordination in area of weak transient voltage stability[J]. Science Technology and Engineering, 2023, 23(17):7368-7377.
[62]
张书瑀. 电力系统电压稳定性分析指标的研究与应用[D]. 北京: 中国电力科学研究院, 2017.
ZHANG Shuyu. Research and application of power system voltage stability analysis index[D]. Beijing: China Electric Power Research Institute, 2017.
[63]
陈意. 受端电网动态无功补偿优化配置研究[D]. 北京: 华北电力大学, 2017.
CHEN Yi. Research on dynamic reactive device optimize configuration method in receiving system[D]. Beijing: North China Electric Power University, 2017.
[64]
朱利鹏, 陆超, 孙元章, 等. 基于数据挖掘的区域暂态电压稳定评估[J]. 电网技术, 2015, 39(4):1026-1032.
ZHU Lipeng, LU Chao, SUN Yuanzhang, et al. Data mining based regional transient voltage stability assessment[J]. Power System Technology, 2015, 39(4):1026-1032.
[65]
高炜伦, 武志刚, 苗璐, 等. 暂态电压稳定薄弱区域辨识的Louvain 分区算法[J]. 电力系统及其自动化学报, 2024, 36(10):99-107.
GAO Weilun, WU Zhigang, MIAO Lu, et al. Louvain partition algorithm for identifying weak region of transient voltage stability[J]. Proceedings of the CSU-EPSA, 2024, 36(10):99-107.
[66]
熊虎岗, 程浩忠, 孔涛. 基于免疫一中心点聚类算法的无功电压控制分区[J]. 电力系统自动化, 2007, 31(2):22-26.
XIONG Hugang, CHENG Haozhong, KONG Tao. Network partitioning for reactive power/voltage control based on immune-central point clustering algorithm[J]. Automation of Electric Power Systems, 2007, 31(2):22-26.
[67]
陈旭, 张勇军, 黄向敏. 主动配电网背景下无功电压控制方法综述[J]. 电力系统自动化, 2016, 40(1):143-151.
CHEN Xu, ZHANG Yongjun, HUANG Xiangmin. Review of reactive power and voltage control method in the background of active distribution network[J]. Automation of Electric Power Systems, 2016, 40(1):143-151.
[68]
孙立伟. 分布式电源在配电网中优化配置研究[D]. 北京: 华北电力大学, 2017.
SUN Liwei. Research on the optimal allocation of distributed generation in distribution network[D]. Beijing: North China Electric Power University, 2017.
[69]
赵金利, 李雨薇, 李鹏, 等. 基于二阶雉规划的有源配电网SNOP 电压无功时序控制方法[J]. 高电压技术, 2016, 42(7):2134-2141.
ZHAO Jinli, LI Yuwei, LI Peng, et al. Sequential voltage regulation of soft normally open point in active distribution network based on second-order cone programming[J]. High Voltage Engineering, 2016, 42(7):2134-2141.
[70]
MENG L, YANG X Y, ZHU J, et al. Network partition and distributed voltage coordination control strategy of active distribution network system considering photovoltaic uncertainty[J]. Applied Energy, 2024, 362: 122846.
[71]
杨浩, 苏文栋, 谷毅, 等. 面向耦合系统的交替方向滚动时域电压分层协同优化控制[J]. 电工技术学报, 2023, 38(21):5846-5861.
YANG Hao, SU Wendong, GU Yi, et al. Voltage hierarchical cooperative control of coupled system using model predictive control and alternating direction method of multipliers[J]. Transactions of China Electrotechnical Society, 2023, 38(21):5846-5861.
[72]
SANSAWATT T, O'DONNELL J, OCHOA L F, et al. Decentralised voltage control for active distribution networks[C]// 2009 44th International Universities Power Engineering Conference(UPEC), 2009:1-5.
[73]
钮厚敏, 贾科, 刘鑫, 等. 光伏直流升压场站并网整体协同低电压穿越控制策略[J]. 电力系统保护与控制, 2023, 51(8):1-12.
NIU Houmin, JIA Ke, LIU Xin, et al. Overall coordinated low voltage ride-through control strategy for grid connection of a photovoltaic DC booster station[J]. Power System Protection and Control, 2023, 51(8):1-12.
[74]
LI H X, MAO M X, GUO K, et al. A decentralized optimization method based two-layer Volt-Var control strategy for the integrated system of centralized PV plant and external power grid[J]. Journal of Cleaner Production, 2021, 278: 123625.
[75]
GARCÍA A M, MASTROMAURO R A, LISERRE M. A combined centralized/decentralized voltage regulation method for PV inverters in LV distribution networks[C]// 2014 IEEE PES General Meeting| Conference&Exposition.National Harbor, 2014:1-5.
[76]
IEEE Std 1547-2018 IEEE standard for interconnection and interoperability of distributed energy resources with associated electric power systems interfaces[S].
[77]
汤广福, 王高勇, 贺之渊, 等. 张北500 kV 直流电网关键技术与设备研究[J]. 高电压技术, 2018, 44(7):2097-2106.
TANG Guangfu, WANG Gaoyong, HE Zhiyuan, et al. Research on key technology and equipment for Zhangbei 500 kV DC grid[J]. High Voltage Engineering, 2018, 44(7):2097-2106.
[78]
姚俊, 陈彦涛, 阮晓娜, 等. "双碳"目标下我国光伏发电的装机容量预测[J]. 节能, 2023, 42(10):36-38.
YAO Jun, CHEN Yantao, RUAN Xiaona, et al. Prediction of installed capacity of Chinese photovoltaic power generation market under the target of'double carbon'[J]. Energy Conservation, 2023, 42(10):36-38.
[79]
焦庆涛. 分布式光伏发电系统的接入电网技术研究[J]. 光源与照明, 2024(9):107-109.
[80]
SINDAREH E P, PIEPER J. Machine learning-based piece-wise affine model of wind turbines during maximum power point tracking[J]. Wind Energy, 2020, 23(2):404-422.
[81]
GOLLA M, THANGAVEL S, SIMON S P, et al. A novel control scheme using UAPF in an integrated PV grid-tied system[J]. IEEE Transactions on Power Delivery, 2023, 38(1):133-145.
[82]
PINTHURAT W, HREDZAK B. Strategy for compensation of unbalanced powers in LV residential distribution networks using distributed single-phase battery systems[J]. Electric Power Systems Research, 2022, 211: 108253.

Accesses

Citation

Detail

Sections
Recommended

/