Qian-Han Zhang Qian-Han Zhang, Bing-Yan Wei Qian-Han Zhang, Dong-Liang Fan Bing-Yan Wei, Xiao-Ying Wu Dong-Liang Fan, Jin-Ping Du Xiao-Ying Wu
{"title":"Design of An Intelligent Monitoring and Control System for Photovoltaic Microgrids","authors":"Qian-Han Zhang Qian-Han Zhang, Bing-Yan Wei Qian-Han Zhang, Dong-Liang Fan Bing-Yan Wei, Xiao-Ying Wu Dong-Liang Fan, Jin-Ping Du Xiao-Ying Wu","doi":"10.53106/199115992023123406011","DOIUrl":null,"url":null,"abstract":"This article focuses on the problems of imperfect models and slow convergence speed of optimization algorithms in the use of photovoltaic microgrids. Firstly, accurate mathematical models are established based on the composition of photovoltaic microgrids, namely photovoltaic power generation systems and energy storage systems. Then, an improved cat swarm algorithm is used to solve the model, ultimately achieving an increase in solving speed during the process while avoiding the algorithm from falling into local optima. Finally, an intelligent monitoring system for photovoltaic microgrids was designed based on the algorithm process of the article, visualizing the main parameters.","PeriodicalId":345067,"journal":{"name":"電腦學刊","volume":"22 4","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"電腦學刊","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.53106/199115992023123406011","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This article focuses on the problems of imperfect models and slow convergence speed of optimization algorithms in the use of photovoltaic microgrids. Firstly, accurate mathematical models are established based on the composition of photovoltaic microgrids, namely photovoltaic power generation systems and energy storage systems. Then, an improved cat swarm algorithm is used to solve the model, ultimately achieving an increase in solving speed during the process while avoiding the algorithm from falling into local optima. Finally, an intelligent monitoring system for photovoltaic microgrids was designed based on the algorithm process of the article, visualizing the main parameters.