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

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作  者:袁晓鹏 申少辉 汪涛 关英宇 YUAN Xiaopeng;SHEN Shaohui;WANG Tao;GUAN Yingyu(Beijing Kedong Electric Power Control System Co.,Ltd.,Beijing 100194,China)

机构地区:[1]北京科东电力控制系统有限责任公司,北京100194

出  处:《微型电脑应用》2024年第5期149-152,共4页Microcomputer Applications

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。In order to grasp the changes in power demand,and efficiently schedule and manage power and improve resource utilization 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 microgrid.The objective function is to minimize the peak valley difference,load fluctuation rate,and load absorption rate of the demand side resources of the master-slave microgrid.The fluctuation rate of the demand side resource curve and load complementary constraints of the master-slave microgrid are set,and a dynamic clustering model of the demand side resources of the master-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 utilization 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 

分 类 号:TP399[自动化与计算机技术—计算机应用技术]

 

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