中国电力 ›› 2024, Vol. 57 ›› Issue (7): 196-202.DOI: 10.11930/j.issn.1004-9649.202312019
收稿日期:
2023-12-25
出版日期:
2024-07-28
发布日期:
2024-07-23
作者简介:
凡鹏飞(1980—),男,通信作者,高级工程师(教授级),从事电力市场设计评估研究,E-mail:pffan@eppei.com
基金资助:
Pengfei FAN(), Baoqin LI, Jiangwei HOU, Rong LI, Chongming SONG, Kaijun LIN
Received:
2023-12-25
Online:
2024-07-28
Published:
2024-07-23
Supported by:
摘要:
基于鲁棒优化方法,考虑安全运行和经济性目标,对配网分布式电源和储能的容量进行优化配置。根据风光负荷的历史数据和分布特征生成多个运行场景,利用所生成的运行场景建立描述风光负荷的不确定集,然后基于该不确定集建立双层鲁棒优化模型。外层模型在不确定集中寻找经济性最差的运行场景;内层模型考虑配网运行的安全约束,在最差场景下优化风、光和储能的容量。相比于采用典型场景法的容量配置结果,提出的容量配置结果更小,并且可以满足配网的安全运行条件,具有更高的安全性和经济性。
凡鹏飞, 李宝琴, 侯江伟, 李嵘, 宋崇明, 林凯骏. 配电网分布式电源经济可承载力评估[J]. 中国电力, 2024, 57(7): 196-202.
Pengfei FAN, Baoqin LI, Jiangwei HOU, Rong LI, Chongming SONG, Kaijun LIN. Economic Capacity Assessment of Renewables in Distribution Networks[J]. Electric Power, 2024, 57(7): 196-202.
方法 | 风电容量/MW | 光伏容量/MW | 储能容量/(MW·h) | |||
本文方法 | 2.72 | 0 | 1.92 | |||
1.26 | 0.93 | 0 | ||||
1.34 | 0 | 0 | ||||
典型场景法 | 3.69 | 1.11 | 2.23 | |||
1.75 | 2.30 | 1.19 | ||||
1.66 | 1.64 | 1.27 |
表 1 不同方法的容量配置结果
Table 1 Capacity configuration results of different methods
方法 | 风电容量/MW | 光伏容量/MW | 储能容量/(MW·h) | |||
本文方法 | 2.72 | 0 | 1.92 | |||
1.26 | 0.93 | 0 | ||||
1.34 | 0 | 0 | ||||
典型场景法 | 3.69 | 1.11 | 2.23 | |||
1.75 | 2.30 | 1.19 | ||||
1.66 | 1.64 | 1.27 |
方法 | 风电容量/MW | 光伏容量/MW | 储能容量/(MW·h) | |||
本文方法 | 2.19 | 0 | 1.57 | |||
1.02 | 0.63 | 0 | ||||
1.34 | 0 | 0 | ||||
典型场景法 | 3.18 | 0.77 | 1.85 | |||
1.21 | 1.82 | 0.91 | ||||
1.30 | 1.33 | 1.07 |
表 2 容量配置结果(两批10年期储能)
Table 2 Capacity configuration results with energy storage of 10 years
方法 | 风电容量/MW | 光伏容量/MW | 储能容量/(MW·h) | |||
本文方法 | 2.19 | 0 | 1.57 | |||
1.02 | 0.63 | 0 | ||||
1.34 | 0 | 0 | ||||
典型场景法 | 3.18 | 0.77 | 1.85 | |||
1.21 | 1.82 | 0.91 | ||||
1.30 | 1.33 | 1.07 |
方法 | 平均综合费用/元 | 存在约束违反场景占比/% | ||
本文 | 1.26×108(盈利) | 1.2 | ||
典型场景 | 1.26×107(亏损) | 17.3 |
表 3 不同方法的经济性对比
Table 3 Economic comparison of different methods
方法 | 平均综合费用/元 | 存在约束违反场景占比/% | ||
本文 | 1.26×108(盈利) | 1.2 | ||
典型场景 | 1.26×107(亏损) | 17.3 |
1 | 马喜平, 李亚昕, 梁琛, 等. 考虑高比例多元调节资源互动的配电网无功优化降损方法[J]. 中国电力, 2024, 57 (1): 123- 132. |
MA Xiping, LI Yaxin, LIANG Chen, et al. Reactive power optimization for loss reduction of distribution network considering interactions of high penetration level of multiple regulating energy resources[J]. Electric Power, 2024, 57 (1): 123- 132. | |
2 | 王大兴, 宁妍, 汪敬培, 等. 构建新型电力系统背景下的微电网鲁棒简化建模[J]. 中国电力, 2024, 57 (1): 148- 157. |
WANG Daxing, NING Yan, WANG Jingpei, et al. Robust simplified modeling of microgrid in the context of constructing new power systems[J]. Electric Power, 2024, 57 (1): 148- 157. | |
3 | 戴志辉, 吴桐, 何静远, 等. 基于控保协同的有源配网主动注入式保护方法[J]. 电力系统保护与控制, 2024, 52 (3): 94- 103. |
DAI Zhihui, WU Tong, HE Jingyuan, et al. An active distribution network active injection protection method based on control-protection coordination[J]. Power System Protection and Control, 2024, 52 (3): 94- 103. | |
4 | 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 considering the uncertainty of distributed generation clusters[J]. Power System Protection and Control, 2023, 51 (22): 155- 166. | |
5 | 宋天琦, 吕志鹏, 宋振浩, 等. 虚拟电厂规模化灵活资源聚合调控框架研究与思考[J]. 中国电力, 2024, 57 (1): 2- 8. |
SONG Tianqi, LV Zhipeng, SONG Zhenhao, et al. Research and thinking on the aggregation and dispatching control framework of virtual power plant’s large scale flexible resources[J]. Electric Power, 2024, 57 (1): 2- 8. | |
6 |
马宽, 何国锋, 董燕飞, 等. 基于多策略改进PSO算法的微电网优化调度研究[J]. 智慧电力, 2023, 51 (8): 23- 29, 45.
DOI |
MA Kuan, HE Guofeng, DONG Yanfei, et al. Microgrid optimal scheduling based on multi-strategy improved PSO algorithm[J]. Smart Power, 2023, 51 (8): 23- 29, 45.
DOI |
|
7 | 李吉峰, 唐克, 王孜航, 等. 计及多源互补特性的新型电力系统分布式电源承载能力评估[J]. 东北电力大学学报, 2023, 43 (1): 62- 68. |
LI Jifeng, TANG Ke, WANG Zihang, et al. Assessment of distributed power generations bearing capacity of modern power systems with multi-sources complementary characteristics[J]. Journal of Northeast Electric Power University, 2023, 43 (1): 62- 68. | |
8 |
李浩, 张禄亮, 麦章渠, 等. 基于改进离散型麻雀搜索算法的配电网恢复重构方法[J]. 智慧电力, 2023, 51 (7): 16- 22, 30.
DOI |
LI Hao, ZHANG Luliang, MAI Zhangqu, et al. Distribution network recovery reconfiguration method based on improved discrete sparrow search algorithm[J]. Smart Power, 2023, 51 (7): 16- 22, 30.
DOI |
|
9 | 李伟, 柳晓明, 徐英涛, 等. 分布式光伏助推配电网精益化管理[J]. 中国电力企业管理, 2023, (29): 54- 55. |
10 | 李翠萍, 朱文超, 李军徽, 等. 分布式电源接入中压配电网的运行方案研究[J]. 东北电力大学学报, 2023, 43 (4): 57- 64. |
LI Cuiping, ZHU Wenchao, LI Junhui, et al. Research on the operation scheme of distributed generation access to medium voltage distribution network[J]. Journal of Northeast Electric Power University, 2023, 43 (4): 57- 64. | |
11 | 冯喜春, 韩璟琳, 赵辉, 等. 主从博弈框架下配电网规划运行多目标协同优化方法[J]. 南方电网技术, 2023, 17 (1): 26- 34, 72. |
FENG Xichun, HAN Jinglin, ZHAO Hui, et al. Multi-objective cooperative optimization method of distribution network planning and operation under the stackelberg game framework[J]. Southern Power System Technology, 2023, 17 (1): 26- 34, 72. | |
12 | 徐志成, 赵波, 丁明, 等. 基于电压灵敏度的配电网光伏消纳能力随机场景模拟及逆变器控制参数优化整定[J]. 中国电机工程学报, 2016, 36 (6): 1578- 1587. |
XU Zhicheng, ZHAO Bo, DING Ming, et al. Photovoltaic hosting capacity evaluation of distribution networks and inverter parameters optimization based on node voltage sensitivity[J]. Proceedings of the CSEE, 2016, 36 (6): 1578- 1587. | |
13 | 王鹤, 王钲淇, 韩皓, 等. 使用蒙特卡罗逐时估算模型的住宅配电网光伏准入容量研究[J]. 东北电力大学学报, 2023, 43 (1): 9- 19, 2, 99. |
WANG He, WANG Zhengqi, HAN Hao, et al. Research on photovoltaic hosting capacity of residential distribution network based on Monte Carlo hourly estimation framework[J]. Journal of Northeast Electric Power University, 2023, 43 (1): 9- 19, 2, 99. | |
14 | 杨彪, 颜伟, 莫静山. 考虑源荷功率随机性和相关性的主导节点选择与无功分区方法[J]. 电力系统自动化, 2021, 45 (11): 61- 67. |
YANG Biao, YAN Wei, MO Jingshan. Pilot-bus selection and network partitioning method considering randomness and correlation of source-load power[J]. Automation of Electric Power Systems, 2021, 45 (11): 61- 67. | |
15 |
WANG S X, DONG Y C, WU L, et al. Interval overvoltage risk based PV hosting capacity evaluation considering PV and load uncertainties[J]. IEEE Transactions on Smart Grid, 2020, 11 (3): 2709- 2721.
DOI |
16 | 丁琦欣, 覃洪培, 万灿, 等. 基于机会约束规划的配电网分布式光伏承载能力评估[J]. 东北电力大学学报, 2022, 42 (6): 28- 38. |
DING Qixin, QIN Hongpei, WAN Can, et al. Chance-constrained optimization-based distributed photovoltaic hosting capacity assessment of distribution networks[J]. Journal of Northeast Electric Power University, 2022, 42 (6): 28- 38. | |
17 |
张兴科, 魏朝阳, 李征, 等. 包含高渗透率分布式电源的母线负荷区间预测[J]. 电网与清洁能源, 2020, 36 (12): 101- 106.
DOI |
ZHANG Xingke, WEI Chaoyang, LI Zheng, et al. Bus load interval prediction of the distributed generation with high penetration[J]. Power System and Clean Energy, 2020, 36 (12): 101- 106.
DOI |
|
18 | 吕金玲, 王小君, 窦嘉铭, 等. 考虑运行状态信息的综合能源系统图强化学习优化调度[J]. 电力系统保护与控制, 2024, 52 (2): 1- 14. |
LÜ Jinling, WANG Xiaojun, DOU Jiaming, et al. Optimal dispatch of an integrated energy system based on graph reinforcement learning considering operation state information[J]. Power System Protection and Control, 2024, 52 (2): 1- 14. | |
19 |
WANG S X, CHEN S J, GE L J, et al. Distributed generation hosting capacity evaluation for distribution systems considering the robust optimal operation of OLTC and SVC[J]. IEEE Transactions on Sustainable Energy, 2016, 7 (3): 1111- 1123.
DOI |
20 | 刘洪波, 刘珅诚, 盖雪扬, 等. 高比例新能源接入的主动配电网规划综述[J]. 发电技术, 2024, 45 (1): 151- 161. |
LIU Hongbo, LIU Shencheng, GAI Xueyang, et al. Overview of active distribution network planning with high proportion of new energy access[J]. Power Generation Technology, 2024, 45 (1): 151- 161. | |
21 | 刘建伟, 李学斌, 刘晓鸥. 有源配电网中分布式电源接入与储能配置[J]. 发电技术, 2022, 43 (3): 476- 484. |
LIU Jianwei, LI Xuebin, LIU Xiaoou. Distributed power access and energy storage configuration in active distribution network[J]. Power Generation Technology, 2022, 43 (3): 476- 484. | |
22 | 徐峰亮, 王克谦, 王文豪, 等. 计及激励型需求响应的低压配电网混合储能优化配置[J]. 中国电力, 2024, 57 (6): 90- 101. |
XU Fengliang, WANG Keqian, WANG Wenhao, et al. Optimal allocation of hybrid energy storage in low-voltage distribution networks with incentive-based demand response[J]. Electric Power, 2024, 57 (6): 90- 101. | |
23 | 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. | |
24 | 王凯亮, 孔慧超, 李俊辉, 等. 考虑配电网可靠性的储能系统选址定容优化[J]. 南方电网技术, 2022, 16 (4): 21- 29. |
WANG Kailiang, KONG Huichao, LI Junhui, et al. Optimization of energy storage system location and capacity considering the reliability of distribution network[J]. Southern Power System Technology, 2022, 16 (4): 21- 29. | |
25 | 张旭, 李阳, 刘晓, 等. 含高渗透率新能源的新型交直流储能系统的配电网规划[J]. 南方电网技术, 2022, 16 (4): 60- 67. |
ZHANG Xu, LI Yang, LIU Xiao, et al. Distribution network planning of new AC/DC energy storage system with high penetration new energy[J]. Southern Power System Technology, 2022, 16 (4): 60- 67. | |
26 | 朱永胜, 常稳, 武东亚, 等. 考虑充放储一体站与电动汽车互动的主从博弈优化调度策略[J]. 电力系统保护与控制, 2024, 52 (7): 157- 167. |
ZHU Yongsheng, CHANG Wen, WU Dongya, et al. A Stackelberg game optimization scheduling strategy considering the interaction between a charging-discharging-storage integrated station and an electric vehicle[J]. Power System Protection and Control, 2024, 52 (7): 157- 167. | |
27 | 程杉, 傅桐, 李沣洋, 等. 含高渗透可再生能源的配电网灵活性供需协同规划[J]. 电力系统保护与控制, 2023, 51 (22): 1- 12. |
CHENG Shan, FU Tong, LI Fengyang, et al. Flexible supply demand collaborative planning for distribution networks with high penetration of renewable energy[J]. Power System Protection and Control, 2023, 51 (22): 1- 12. | |
28 | 潘忠志, 孔宁, 王燕涛. 改进新能源消纳的配电网资源优化配置研究[J]. 东北电力大学学报, 2023, 43 (6): 71- 78. |
PAN Zhongzhi, KONG Ning, WANG Yantao. Joint optimal allocation method of energy-load-storage in power supply area to improve new energy consumption capacity[J]. Journal of Northeast Electric Power University, 2023, 43 (6): 71- 78. | |
29 | 柏昊阳, 李华强, 臧天磊, 等. 柔性网架结构下考虑双边交易的多微网与配网协同规划[J]. 电力系统保护与控制, 2024, 52 (6): 51- 64. |
BAI Haoyang, LI Huaqiang, ZANG Tianlei, et al. Collaborative planning of multiple microgrids and a distribution network considering bilateral transactions in a flexible network structure[J]. Power System Protection and Control, 2024, 52 (6): 51- 64. | |
30 | 易文飞, 朱卫平, 郑明忠. 计及数据中心和风电不确定性的微电网经济调度[J]. 中国电力, 2024, 57 (2): 19- 26. |
YI Wenfei, ZHU Weiping, ZHENG Mingzhong. Economic dispatch of microgrid considering data center and wind power uncertainty[J]. Electric Power, 2024, 57 (2): 19- 26. | |
31 | 张程, 罗玉锦, 陈昌亮. 考虑源荷不确定的多园区微网与共享储能电站协同优化运行[J]. 电力系统保护与控制, 2023, 51 (24): 77- 89. |
ZHANG Cheng, LUO Yujin, CHEN Changliang. Collaborative optimization operation of multi park microgrids and shared energy storage power stations considering source load uncertainty[J]. Power System Protection and Control, 2023, 51 (24): 77- 89. | |
32 | 但扬清, 王蕾, 郑伟民, 等. 高比例可再生能源接入背景下电网承载能力鲁棒提升策略[J]. 中国电力, 2023, 56 (9): 104- 111. |
DAN Yangqing, WANG Lei, ZHENG Weimin, et al. Robust improvement strategy for power grid hosting capacity with integration of high proportion of renewable energy[J]. Electric Power, 2023, 56 (9): 104- 111. | |
33 | 关立, 周蕾, 刘航航, 等. 独立储能电站参与电力现货市场机制及试运行分析[J]. 中国电力, 2022, 55 (10): 185- 190. |
GUAN Li, ZHOU Lei, LIU Hanghang, et al. Analysis of independent energy storage power station participating in power spot market mechanism and trial operation[J]. Electric Power, 2022, 55 (10): 185- 190. | |
34 | 王子强, 李豹, 杜哲宇, 等. PJM电力市场风险管控措施及对南方区域的建议[J]. 南方电网技术, 2024, 18 (1): 28- 37, 68. |
WANG Ziqiang, LI Bao, DU Zheyu, et al. Risk management and control measures in PJM power market and suggestions for southern region[J]. Southern Power System Technology, 2024, 18 (1): 28- 37, 68. | |
35 | 阳婷婷, 李晓刚, 邹斌, 等. 促进灵活性资源的辅助服务市场分析[J]. 电力系统保护与控制, 2023, 51 (7): 73- 83. |
YANG Tingting, LI Xiaogang, ZOU Bin, et al. Market analysis of an ancillary service to promote flexible resources[J]. Power System Protection and Control, 2023, 51 (7): 73- 83. | |
36 | 江海龙, 董晨景, 李永波, 等. 基于PJM容量市场的需求响应优化策略研究[J]. 电力需求侧管理, 2024, 26 (1): 31- 35. |
JIANG Hailong, DONG Chenjing, LI Yongbo, et al. Research on demand response modeling strategy in PJM capacity market[J]. Power Demand Side Management, 2024, 26 (1): 31- 35. | |
37 | 林少华, 别佩, 王浩浩, 等. 在南方(以广东起步)电力现货市场下的阻塞收益权分配机制[J]. 南方电网技术, 2022, 16 (5): 115- 122. |
LIN Shaohua, BIE Pei, WANG Haohao, et al. Allocation mechanism of congestion revenue right in Southern China(starting from Guangdong Province) electric spot market[J]. Southern Power System Technology, 2022, 16 (5): 115- 122. |
[1] | 王家武, 赵佃云, 刘长锋, 陈康, 张玉敏. 基于目标级联法的多主体主动配电网自治协同优化[J]. 中国电力, 2024, 57(7): 214-226. |
[2] | 焦昊, 殷岩岩, 吴晨, 刘建, 徐春雷, 徐贤, 孙国强. 基于安全强化学习的主动配电网有功-无功协调优化调度[J]. 中国电力, 2024, 57(3): 43-50. |
[3] | 龚逊东, 郭维嘉, 杨晨, 周力, 董晓峰, 朱俊澎. 基于动态孤岛的主动配电网多阶段故障恢复策略[J]. 中国电力, 2024, 57(1): 158-166. |
[4] | 岳园园, 王主丁, 王辉, 罗璇, 苏舟, 惠子珈. 考虑设备调节成本的主动配电网日前优化调度[J]. 中国电力, 2023, 56(8): 136-142. |
[5] | 田宇, 黄婧, 谢枭, 王若昕, 沈丹青, 何丽娜, 杨凯帆, 陈汝科. 主动配电网无功补偿和OLTC鲁棒多目标优化配置[J]. 中国电力, 2023, 56(3): 94-99. |
[6] | 周蠡, 熊川羽, 柯方超, 李智威, 张洪, 陈然, 刘万方, 喻亚洲, 任丽琴. 基于区块链和禀赋效应的主动配电网经济运行方法[J]. 中国电力, 2023, 56(12): 58-68. |
[7] | 茹秋实, 米雪峰, 宋志刚, 刘金涛, 雷霞. 考虑储能-智能软开关的主动配电网混合时间尺度鲁棒优化[J]. 中国电力, 2022, 55(9): 129-139. |
[8] | 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]. 中国电力, 2021, 54(5): 91-100. |
[9] | 翁嘉明, 刘东, 安宇, 殷浩洋, 黄植, 秦汉. 馈线功率控制下的主动配电网信息物理风险演化分析[J]. 中国电力, 2021, 54(3): 13-22. |
[10] | 徐艳春, 赵彩彩, 孙思涵, MI Lu. 基于改进LMD和能量相对熵的主动配电网故障定位方法[J]. 中国电力, 2021, 54(11): 133-143. |
[11] | 邢海军, 谢宝江, 秦建, 罗扬帆, 娄伟明. 考虑CVR的主动配电网优化运行方法[J]. 中国电力, 2021, 54(11): 76-81. |
[12] | 赵晋泉, 张强, 方嵩, 彭嵩. 最小化用户停电损失的主动配电网黑启动分区优化策略[J]. 中国电力, 2020, 53(7): 114-121. |
[13] | 何英静, 沈舒仪, 何东, 张靖瑞, 李帆, 朱克平, 王松岩. 兼顾网损优化效益与投资成本的SNOP容量规划方法[J]. 中国电力, 2020, 53(4): 32-40. |
[14] | 张伊, 陈启鑫, 夏清, 施磊, 喻乐, 谢旭, 张晶. 基于分布因子法的主动配电网成本分摊方法[J]. 中国电力, 2020, 53(4): 13-21. |
[15] | 李昱佳, 董川. 基于两种仿生算法的低碳主动配电网规划[J]. 中国电力, 2017, 50(4): 66-70. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||