南方电网技术2025,Vol.19Issue(10):1-11,11.DOI:10.13648/j.cnki.issn1674-0629.2025.10.001
考虑运行分区和相关性的分布式光储双层优化配置
Distributed Photovoltaic-Energy Storage Dual-Layer Optimization Configuration Considering Operational Partitioning and Correlation
摘要
Abstract
To address the complexity of individually controlling high-penetration distributed photovoltaics(PV)and the impact of cor-relation between random variables on distributed PV planning,a dual-layer planning method for high-penetration distributed PV considering operational partitioning and correlation is proposed.Firstly,load nodes in the distribution network are clustered based on modularity and active power balance indicators.Secondly,to analyze the correlation between PV and loads,a 3PEM stochastic power flow model based on the Nataf inverse transform is established.Then,a dual-layer planning method for high-penetration distributed PV is developed.The outer layer minimizes the annual comprehensive cost by optimizing the allocation capacities of distributed PV and energy storage for each cluster,utilizing an improved genetic algorithm.The inner layer,based on chance constraints,minimizes the deviation rate of comprehensive node voltage expectation and the operational risk value as multi-objective functions,optimizing the output of distributed PV and the placement of energy storage at each node,employing non-dominated sorting genetic algorithm 2(NSGA2)and entropy-based technique for order preference by similarity to ideal solution(TOPSIS)to find the optimal configuration.Finally,the feasibility of the proposed model is demonstrated through a case study of IEEE 33-node system.关键词
配电网/高渗透率分布式光伏/集群划分/相关性/优化配置Key words
distribution network/high-penetration distributed photovoltaics/clustering/correlation/optimization configuration分类
动力与电气工程引用本文复制引用
于业辉,欧阳森,张真,郭一帆,彭琦..考虑运行分区和相关性的分布式光储双层优化配置[J].南方电网技术,2025,19(10):1-11,11.基金项目
国家自然科学基金资助项目(51677073) (51677073)
中央高校基本科研业务费重大产学研合作扶持专项(x2dlD2201280). Supported by the National Natural Science Foundation of China(51677073) (x2dlD2201280)
the Major Industry University Research Cooperation Support Projects of the Fundamental Research Funds for the Central Universities(x2dlD2201280). (x2dlD2201280)