中国电力2025,Vol.58Issue(3):175-182,8.DOI:10.11930/j.issn.1004-9649.202405121
基于数据驱动的高比例新能源配电网规划模型
Model of High-Proportion New Energy Distribution Network Planning Based on Data-Driven Approach
摘要
Abstract
In response to the transformation of the power grid form and to promote the local consumption of distributed resources,a three-layer planning model for highportion new energy distribution networks based on data-driven is proposed.The decision-making layer uses an improved K-means algorithm to determine the load center and the distributed power source,and divides the distribution network grid based on the source-load balance relationship.The planning layer aims to minimize the comprehensive investment cost and proposes a configuration scheme for the construction distributed power sources and the network structure within the grid.The operation layer model aims to minimize the comprehensive operation cost,promote the good interaction of resources within the grid,the mutual assistance of resources between grids.The three-layer planning model combines the planning and operation of the distribution network,fully mines multi-source information such as power sources and,and realizes multi-dimensional linkage of distribution network resources in the resource space and grid interaction in the spatial space.The effectiveness of the proposed strategy is verified through an improved swarm optimization algorithm.关键词
分布式资源/数据驱动/三层规划Key words
distributed energy resource/data-driven/three-layer planning引用本文复制引用
王杰,郑飞,张鹏城,陈露东,高华,蒙镜蓉..基于数据驱动的高比例新能源配电网规划模型[J].中国电力,2025,58(3):175-182,8.基金项目
中国南方电网有限责任公司创新项目(GZKJXM20222465). This work is supported by Innovative Project of China Southern Power Grid(No.GZKJXM20222465). (GZKJXM20222465)