Electric Power ›› 2025, Vol. 58 ›› Issue (6): 1-9.DOI: 10.11930/j.issn.1004-9649.202407022
• A Novel Low-Carbon and High-Performance Distribution System Powered by Artificial Intelligence • Previous Articles Next Articles
LIU Junhui1(), GONG Jian2(
), TONG Bingshen2(
), LI Songjie2(
), ZHANG Yihan1, CUI Shichang3(
), TIAN Chunzheng1, ZHANG Yongbin1
Received:
2024-07-03
Online:
2025-06-30
Published:
2025-06-28
Supported by:
LIU Junhui, GONG Jian, TONG Bingshen, LI Songjie, ZHANG Yihan, CUI Shichang, TIAN Chunzheng, ZHANG Yongbin. Coordinated Optimization Method for Virtual Power Plants and Distribution Networks Considering Distributed Energy Storage and Photovoltaics[J]. Electric Power, 2025, 58(6): 1-9.
对象 | 聚合物理量 | 聚合值 | ||
ES | 0.02、0.02 | |||
0.4 | ||||
0.2, 0.8 | ||||
PV | 0.02 | |||
0.95 |
Table 1 Aggregation parameters for distributed ES and PV
对象 | 聚合物理量 | 聚合值 | ||
ES | 0.02、0.02 | |||
0.4 | ||||
0.2, 0.8 | ||||
PV | 0.02 | |||
0.95 |
算例 | 上级电网 购电成本 | VPP成本 | MT成本 | 总成本 | ||||||
PV成本 | ES成本 | |||||||||
1.1 | 0 | 0 | ||||||||
1.2 | ||||||||||
2 | –513.307 | 0 |
Table 2 Various costs of distribution network 单位:欧元
算例 | 上级电网 购电成本 | VPP成本 | MT成本 | 总成本 | ||||||
PV成本 | ES成本 | |||||||||
1.1 | 0 | 0 | ||||||||
1.2 | ||||||||||
2 | –513.307 | 0 |
1 |
RAZMI D, LU T G, PAPARI B, et al. An overview on power quality issues and control strategies for distribution networks with the presence of distributed generation resources[J]. IEEE Access, 2023, 11, 10308- 10325.
DOI |
2 |
ALGHASSAB M A, NOUR A M M, HATATA A Y, et al. Two-layer hybrid control scheme for distribution network integrated with photovoltaic sources based self-tuning H-infinity and fuzzy logic controller[J]. IET Renewable Power Generation, 2025, 19 (1): e12709.
DOI |
3 |
PINTHURAT W, HREDZAK B, KONSTANTINOU G, et al. Techniques for compensation of unbalanced conditions in LV distribution networks with integrated renewable generation: an overview[J]. Electric Power Systems Research, 2023, 214, 108932.
DOI |
4 | 刘宗, 何俊, 黄文涛, 等. 基于态势感知的高渗透率电动汽车接入电网后电压调整策略[J]. 中国电力, 2023, 56 (2): 32- 44. |
LIU Zong, HE Jun, HUANG Wentao, et al. Voltage adjustment strategy for high-penetration electric vehicles connected to power grid based on situation awareness[J]. Electric Power, 2023, 56 (2): 32- 44. | |
5 | 祁向龙, 陈健, 赵浩然, 等. 多时间尺度协同的配电网分层深度强化学习电压控制策略[J]. 电力系统保护与控制, 2024, 52 (18): 53- 64. |
QI Xianglong, CHEN Jian, ZHAO Haoran, et al. Multi-time scale cooperative voltage control strategy of a distribution network based onhierarchical deep reinforcement learning[J]. Power System Protection and Control, 2024, 52 (18): 53- 64. | |
6 | 曹敬, 金玉龙, 郑涛, 等. 计及分布式电源集群不确定性的配电网分散鲁棒电压控制[J]. 电力系统保护与控制, 2023, 51 (22): 155- 166. |
CAO Jing, JIN Yulong, ZHENG Tao, et al. A decentralized robust voltage control method for distribution networks consideringthe uncertainty of distributed generation clusters[J]. Power System Protection and Control, 2023, 51 (22): 155- 166. | |
7 | 杨婧颖, 王武林, 张明敏, 等. 考虑分布式光伏和储能参与的配电网电压分层控制方法[J]. 电力科学与技术学报, 2023, 38 (5): 111- 120,215. |
YANG Jingying, WANG Wulin, ZHANG Mingmin, et al. Voltage hierarchical control method of distribution network considering distributedphotovoltaic and energy storage[J]. Journal of Electric Power Science and Technology, 2023, 38 (5): 111- 120,215. | |
8 | 郭旭春, 强德太, 钱羚, 等. 基于PSO-SVM算法的电压越限成因诊断方法[J]. 电工技术, 2023, (11): 47- 49. |
GUO Xuchun, QIANG Detai, QIAN Ling, et al. Diagnosis method for voltage overlimit based on PSO-SVM algorithm[J]. Electric Engineering, 2023, (11): 47- 49. | |
9 |
张小平. 潮流和最优潮流分析中FACTS控制器的建模(英文)[J]. 电力系统自动化, 2005, (16): 22- 29, 65.
DOI |
ZHANG Xiaoping. Modeling of FACTS in power flow and optimal power flow analysis[J]. Automation of Electric Power Systems, 2005, (16): 22- 29, 65.
DOI |
|
10 |
黄聪, 杭乃善, 李璨, 等. 利用发电机调节的稳态潮流控制[J]. 电力自动化设备, 2012, 32 (5): 90- 93.
DOI |
HUANG Cong, HANG Naishan, LI Can, et al. Steady-state power flow control by generator regulation[J]. Electric Power Automation Equipment, 2012, 32 (5): 90- 93.
DOI |
|
11 | 孙华鹏, 丁孝华, 吴志, 等. 计及自动电压控制系统限值优化调整的配电网调压策略[J/OL]. 电力系统自动化, 1–13[2025-05-12]. http://kns.cnki.net/kcms/detail/32.1180.TP.20240325.1655.005.html. |
SUN Huapeng, DING Xiaohua, WU Zhi, et al. Voltage regulation strategy for distributed generation considering optimized adjustment of AVC system limits[J/OL]. Automation of Electric Power Systems: 1–13[2025-05-12]. http://kns.cnki.net/kcms/detail/32.1180.TP.20240325.1655.005.html. | |
12 |
程益生, 陆振纲, 汪可友, 等. 电力弹簧稳态运行范围及越限失灵机理分析[J]. 电力系统自动化, 2017, 41 (14): 147- 152.
DOI |
CHENG Yisheng, LU Zhengang, WANG Keyou, et al. Analysis on steady-state operating range and off-limits malfunction mechanism of electrical spring[J]. Automation of Electric Power Systems, 2017, 41 (14): 147- 152.
DOI |
|
13 | 刘雁澄. 电力系统电压越限直接校正控制的研究[J]. 大连海事大学报, 1996, (4): 102- 105. |
LIU Yancheng. Research of direct corrective control of the abnormal voltage problem in power systems[J]. Journal of Dalian Maritime University, 1996, (4): 102- 105. | |
14 | 林雪. 基于网络拓扑优化理论的电压越限解决方法研究[J]. 电子技术与软件工程, 2021, (1): 224- 225. |
15 |
何满. 节点电压越限的电源直接控制潮流算法[J]. 电气开关, 2015, 53 (1): 41- 44.
DOI |
HE Man. Research on power flow solution with voltage source direct control considering voltage limit violation[J]. Electric Switchgear, 2015, 53 (1): 41- 44.
DOI |
|
16 | 张士涛, 赵迪. 基于灵敏度分析的电压越限处理方法[J]. 农村电气化, 2012(10): 19-20. |
17 |
XU X, ZHANG T, QIU Z W, et al. Multi-mode control of a hybrid transformer for the coordinated regulation of voltage and reverse power in active distribution network[J]. Processes, 2024, 12 (2): 265.
DOI |
18 | 郭伟, 安佳坤, 刘洋, 等. 混杂Petri-net的配电网多层级节点电压混杂控制[J]. 中国电力, 2023, 56 (9): 140- 148, 167. |
GUO Wei, AN Jiakun, LIU Yang, et al. Hybrid Petri-net based voltage hybrid control for multi-level nodes in distribution networks[J]. Electric Power, 2023, 56 (9): 140- 148, 167. | |
19 |
ANDERSON T, MURALIDHARAN M, SRIVASTAVA P, et al. Frequency regulation with heterogeneous energy resources: a realization using distributed control[J]. IEEE Transactions on Smart Grid, 2021, 12 (5): 4126- 4136.
DOI |
20 |
LIU J Q, HU H J, YU S S, et al. Virtual power plant with renewable energy sources and energy storage systems for sustainable power grid-formation, control techniques and demand response[J]. Energies, 2023, 16 (9): 3705.
DOI |
21 |
NADEEM T B, SIDDIQUI M, KHALID M, et al. Distributed energy systems: a review of classification, technologies, applications, and policies[J]. Energy Strategy Reviews, 2023, 48, 101096.
DOI |
22 |
杨佳霖, 赵鹏翔, 杨宪, 等. 含分布式光伏接入的配电网电压主动调控研究[J]. 河南科学, 2023, 41 (8): 1176- 1181.
DOI |
YANG Jialin, ZHAO Pengxiang, YANG Xian, et al. Active voltage control of distribution network with distributed photovoltaic accessed[J]. Henan Science, 2023, 41 (8): 1176- 1181.
DOI |
|
23 | YE C, GUO C, DING Y. Voltage violations assessment considering reactive power compensation provided by smart inverters[M]. Singapore: Springer Nature Singapore, 2023: 83–98. |
24 | 李圣清, 刘博文, 李焕平, 等. 基于一致性算法光伏逆变器和储能分组协调电压控制策略[J]. 太阳能学报, 2024, 45 (9): 345- 352. |
LI Shengqing, LIU Bowen, LI Huanping, et al. Coordinated voltage control strategy of photovoltaic inverter and energy storage group based on consensus algorithm[J]. Acta Energiae Solaris Sinica, 2024, 45 (9): 345- 352. | |
25 | 张江林, 庄慧敏, 刘俊勇, 等. 分布式储能系统参与调压的主动配电网两段式电压协调控制策略[J]. 电力自动化设备, 2019, 39 (5): 15- 21, 29. |
ZHANG Jianglin, ZHUANG Huimin, LIU Junyong, et al. Two-stage coordinated voltage control scheme of active distribution network with voltage support of distributed energy storage system[J]. Electric Power Automation Equipment, 2019, 39 (5): 15- 21, 29. | |
26 | 李佳琪, 陈健, 张文, 等. 高渗透率光伏配电网中电池储能系统综合运行控制策略[J]. 电工技术学报, 2019, 34 (2): 437- 446. |
LI Jiaqi, CHEN Jian, ZHANG Wen, et al. Integrated control strategy for battery energy storage systems in distribution networks with high photovoltaic penetration[J]. Transactions of China Electrotechnical Society, 2019, 34 (2): 437- 446. | |
27 | 韩璟琳, 胡平, 侯若松, 等. 计及多光储一体机的配电网电压优化控制策略[J]. 中国电力, 2024, 57 (6): 69- 77, 152. |
HAN Jinglin, HU Ping, HOU Ruosong, et al. Voltage optimal control strategy for distribution networks with multiple integrated photovoltaic and energy storage machines[J]. Electric Power, 2024, 57 (6): 69- 77, 152. | |
28 | 吴旭, 汤庆峰, 赵天阳. 考虑负荷静态特性的主动配电网多目标调压策略[J]. 分布式能源, 2017, 2 (4): 47- 52. |
WU Xu, TANG Qingfeng, ZHAO Tianyang. Multi-objective voltage regulation method for active distribution network considering load static characteristics[J]. Distributed Energy, 2017, 2 (4): 47- 52. | |
29 | 张科杰, 张国彦, 徐宝昌, 等. 计及高比例新能源配电网电压风险的储能容量优化配置方法[J]. 电瓷避雷器, 2023, (6): 85- 93. |
ZHANG Kejie, ZHANG Guoyan, XU Baochang, et al. Optimal allocation method for energy storage capacity considering voltage risks with high proportion of new energy distribution network[J]. Insulators and Surge Arresters, 2023, (6): 85- 93. | |
30 | 陈厚合, 刘丽娜, 姜涛, 等. 提升配电网电压质量的分布式储能经济优化配置方法[J]. 电网技术, 2018, 42 (7): 2127- 2135. |
CHEN Houhe, LIU Lina, JIANG Tao, et al. Optimal economic configuration of distributed energy storage systems for improving voltage quality in distribution network[J]. Power System Technology, 2018, 42 (7): 2127- 2135. | |
31 | NORD POOL. https://www.nordpoolgroup.com/en/Market-data1/Dayahead/Area-Prices/ALL1/Hourly/?view=table[EB/OL]. |
[1] | LIU Gang, TIAN Zhihao, HUANG Yingfeng, BAI Shibin, ZHANG Yue, LI Tong, DING Zhenhuan. Consistency Economic Dispatch Method for Power Systems Considering Virtual Power Plants [J]. Electric Power, 2025, 58(6): 105-111. |
[2] | WEI Chunhui, SHAN Linsen, HU Dadong, GAO Qianheng, ZHANG Xinsong, XUE Xiaocen. Optimal Scheduling Strategy of Park-level Virtual Power Plant for Demand Response [J]. Electric Power, 2025, 58(6): 112-121. |
[3] | QIN Kun, QU Zhijiang, HAN Jianwei, XU Tao, GAO Feng, CHI Xiaoli. Battery Optimization Operation Strategy for the "SOP-Storage-Charger" Devices Based on Adjustable Virtual Impedance [J]. Electric Power, 2025, 58(6): 145-155. |
[4] | LI Peng, ZU Wenjing, LIU Yixin, TIAN Chunzheng, HAO Yuanzhao, LI Huixuan. State Estimation Method for Distribution Network Based on Incomplete Measurement Data [J]. Electric Power, 2025, 58(5): 1-10. |
[5] | WANG Jinfeng, LI Jinpeng, XU Yinliang, LIU Haitao, HE Jinxiong, XU Jianyuan. Distributed Optimization for VPP and Distribution Network Operation Considering Uncertainty and Green Certificate Market [J]. Electric Power, 2025, 58(4): 21-30, 192. |
[6] | XU Huihui, TIAN Yunfei, ZHAO Yuyang, PENG Jing, SHI Qingxin, CHENG Rui. A Reliability Assessment Method for Distribution Networks Based on Conditional Generative Adversarial Network and Multi-agent Reinforcement Learning [J]. Electric Power, 2025, 58(4): 230-236. |
[7] | Mingbing LI, Qiang LI, Xiyang GUAN, Haoyang ZHOU, Rui LU, Yankun FENG. Market Oriented Low-Carbon Optimal Scheduling of Virtual Power Plants Considering Multiple User-Side Resources Coordination [J]. Electric Power, 2025, 58(2): 66-76. |
[8] | Tong SUN, Shenxi ZHANG, Yi CAO, Jiachen CAO, Haozhong CHENG. Robust Optimization of Hosting Capacity of Distributed Photovoltaics in Distribution Network Considering Adjustable Characteristics of 5G Base Station [J]. Electric Power, 2025, 58(2): 140-146. |
[9] | Chunguang HE, Linfeng WANG, Yuan CAO, Jiakun AN, Zijian LEI, Guanyu SONG, Haoran JI. Collaborative Planning Method of Flexible Interconnection Devices for Multi-Voltage Level Distribution Network Considering Integrated Profits [J]. Electric Power, 2025, 58(1): 78-84. |
[10] | Wenjun LIU, Weijie DONG, Yuanyang CHEN, Shuyun HE, Jian CHEN, Dongqiang JIA. Multi-objective Optimization Control Strategy for Soft Open Point in Distribution Network with High Penetration of DG [J]. Electric Power, 2025, 58(1): 85-92. |
[11] | Zhongran YAO, Liying SUN. Balanced Control Strategy of Distributed Energy Storage SOC Considering Line Impedance [J]. Electric Power, 2024, 57(9): 238-246. |
[12] | Yajian ZHANG, Ci CHEN, Fei XUE, Li MA, Min ZHENG. Two-Stage Stochastic Optimal Voltage Control of High-Proportional Photovoltaic Distribution Networks Considering Auxiliary Power to Hydrogen [J]. Electric Power, 2024, 57(8): 23-35. |
[13] | Caiqi ZHOU, Jingli LIU, Pengkai SUN, Yumin ZHANG. Multi-level Interval Rolling Warning Method for Distributed Photovoltaic Fluctuation Events [J]. Electric Power, 2024, 57(8): 96-107. |
[14] | Donglei SUN, Yi SUN, Rui LIU, Pengkai SUN, Yumin ZHANG. Maximum Accommodation Capacity Decomposition of Distributed Renewable Power Generation Considering Multi-Level Distribution Network [J]. Electric Power, 2024, 57(8): 108-116. |
[15] | Ke YANG, Dong WANG, Da LI, Wangjun ZHANG, Ga XIANG, Jun LI. Network Security Risk Assessment Index System and Calculation for Virtual Power Plant [J]. Electric Power, 2024, 57(8): 130-137. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||