微型电脑应用2024,Vol.40Issue(5) :149-152.

基于时序配合的主从微电网需求侧资源动态聚类算法

Dynamic Clustering Algorithm for Demand Side Resources of Master-slave Microgrid Based on Temporal Coordination

袁晓鹏 申少辉 汪涛 关英宇
微型电脑应用2024,Vol.40Issue(5) :149-152.

基于时序配合的主从微电网需求侧资源动态聚类算法

Dynamic Clustering Algorithm for Demand Side Resources of Master-slave Microgrid Based on Temporal Coordination

袁晓鹏 1申少辉 1汪涛 1关英宇1
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作者信息

  • 1. 北京科东电力控制系统有限责任公司,北京 100194
  • 折叠

摘要

为了合理利用和动态聚类主从微电网需求侧资源,提高资源利用效率和运行性能,提出了基于时序配合的主从微电网需求侧资源动态聚类算法.在时序配合下,对主从微电网需求侧资源进行提取.将主从微电网需求侧资源负荷峰谷差、负荷波动率最小化和负荷消纳率最大化作为 目标函数,设定主从微电网需求侧资源曲线波动率和负荷互补约束条件,构建主从微电网需求侧资源动态聚类模型.基于动态调整惯性权重的粒子群算法,求解主从微电网需求侧资源动态聚类模型,实现主从微电网需求侧资源动态聚类.实验结果表明,所提算法的主从微电网需求侧资源动态聚类效果较好,能够有效实现主从微电网需求侧资源的合理利用,提高主从微电网需求侧资源动态聚类效率.

Abstract

In order to grasp the changes in power demand,and efficiently schedule and manage power and improve resource uti-lization efficiency,a master-slave microgrid demand side resource dynamic clustering algorithm based on temporal coordination is proposed.Under the coordination of time series,the method extracts the demand side resources of the master-slave micro-grid.The objective function is to minimize the peak valley difference,load fluctuation rate,and load absorption rate of the de-mand side resources of the master-slave microgrid.The fluctuation rate of the demand side resource curve and load complemen-tary constraints of the master-slave microgrid are set,and a dynamic clustering model of the demand side resources of the mas-ter-slave microgrid is constructed.A particle swarm optimization algorithm based on dynamically adjusting inertia weights is used to solve the dynamic clustering model of demand side resources in the master-slave microgrid,achieving dynamic clustering of demand side resources in the master-slave microgrid.The experimental results show that the proposed algorithm has a good dynamic clustering effect on the demand side resources of the master-slave microgrid,and can effectively achieve reasonable uti-lization of the demand side resources of the master-slave microgrid,which improves the efficiency of dynamic clustering of the demand side resources of the master-slave microgrid.

关键词

时序配合/主从微电网/动态调整惯性权重/需求侧资源/粒子群算法/资源动态聚类

Key words

timing coordination/master-slave microgrid/dynamically changing inertia weights/demand side resource/particle swarm optimization algorithm/dynamic clustering of resource

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出版年

2024
微型电脑应用
上海市微型电脑应用学会

微型电脑应用

CSTPCD
影响因子:0.359
ISSN:1007-757X
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