考虑配电网脆弱性与经济性的储能优化配置
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李红
1
,
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王浩
1
,
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董海鹰
1, 2
,
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马永泽
1
作者信息
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1.兰州交通大学自动化与电气工程学院,兰州 730070
2.兰州交通大学新能源与动力工程学院,兰州 730070
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李红(1984),女,通信作者,博士研究生,副教授,研究方向为分布式电源的协调优化与控制,hong_0927@163.com;
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王浩(2000),男,硕士研究生,研究方向为配电网储能系统优化配置,1306755452@qq.com;
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董海鹰(1966),男,博士生导师,教授,博士,研究方向为电力系统自动化、新能源发电优化控制,hydong@mail.lzjtu.cn。
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收起
Optimal Allocation of Energy Storage Considering Distribution Network Vulnerability and Economics
Author information
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1.School of Automation and Electrical Engineering, Lanzhou Jiaotong University, Lanzhou 730070, China
2.School of New Energy and Power Engineering, Lanzhou Jiaotong University, Lanzhou 730070, China
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文章历史
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| 收稿日期 |
出版日期 |
| 2024-11-19 |
2025-11-20 |
PDF (1706K)
摘要
储能系统的安装能解决大量分布式光伏接入配电网所导致的脆弱性加剧现象,建立完善的配电网脆弱性评估体系能有效提升储能接入效益。计及光伏接入以及电压与负荷波动对配电网运行脆弱性进行了评估,建立了配电网综合脆弱性指标。以脆弱性指标、经济性指标以及有功功率网损技术指标为目标函数建立了配电网储能优化配置模型。通过K-means聚类算法处理光伏、负荷不确定性,使用改进多目标差分进化算法(improved multiple objective differential evolution algorithm,IMODE)对模型进行求解。通过混沌序列初始化种群,提出了自适应变异、交叉因子,并对变异算子策略进行优化。以甘肃省某县配电网实例进行仿真验证,所提策略在考虑经济性的前提下能有效保证配电网的安全运行,使配电网脆弱性降低了18.9 %,有功功率网损降低了23.9 %。所提脆弱性指标与模型能有效量化配电网的脆弱性并反映储能接入后对脆弱性的改善效果,可以为储能系统的安装与运行提供技术参考。
Abstract
The installation of energy storage systems can mitigate the intensified vulnerability caused by the integration of large-scale distributed photovoltaic (PV) systems into the distribution network. Establishing a comprehensive distribution network vulnerability assessment system can effectively enhance the benefits of energy storage integration. The operational vulnerability of the distribution network is evaluated by considering PV integration and fluctuations in voltage and load, a comprehensive vulnerability index for the distribution network is established. A distribution network energy storage optimal allocation model is developed with vulnerability indicators,economic indicators and active power losses indicators as objective functions. The PV and load uncertainties are addressed using the K-means clustering algorithm, and the model is solved with an improved multiple objective differential evolution algorithm (IMODE). By initializing the population with chaotic sequences, adaptive mutation and crossover factors are introduced, along with optimizations to the mutation operator strategy. Simulation verification is conducted on a distribution network case in a county of Gansu Province. The proposed strategy effectively ensures the safe operation of the distribution network while considering economic factors, reducing network vulnerability by 18.9 % and active power loss by 23.9 %. The proposed vulnerability indexes and model can quantitatively assess distribution network vulnerability and reflect the improvement effects of energy storage integration, providing technical references for the installation and operation of energy storage systems.
Graphical abstract
关键词
配电网
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多目标差分进化算法
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优化配置
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储能系统
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脆弱性指标
Key words
distribution network
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multiple objective differential evolution algorithm
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optimal allocation
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energy storage system
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vulnerability indicators
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李红,王浩,董海鹰,马永泽.
考虑配电网脆弱性与经济性的储能优化配置[J].
南方电网技术, 2025, 19(11): 132-140 DOI:10.13648/j.cnki.issn1674-0629.2025.11.012
基金资助
甘肃省自然科学基金资助项目(23JRRA868)