Chabakata Mahamat, Gustave Ilunga, Jessica Bechet, Sara Zermani, L. Linguet
{"title":"法属圭亚那光伏电池微电网系统中控制电池电流的人工神经网络:提高电池寿命","authors":"Chabakata Mahamat, Gustave Ilunga, Jessica Bechet, Sara Zermani, L. Linguet","doi":"10.1109/IREC56325.2022.10002124","DOIUrl":null,"url":null,"abstract":"This paper presents an artificial neural network applied to control a standalone microgrid in French Guiana. This microgrid is composed of a Photovoltaic (PV) source and a battery storage to supply a DC load. In this paper, different configurations of neural network associated with the Levenberg-Marquardt algorithm are tested to choose the best configuration to optimize the control of our system. Then, we focus on the advantage of using this type of control compared to the conventional proportional integral control (PI control). Finally, we present and discuss the results of our simulation obtained with Matlab Simulink software.","PeriodicalId":115939,"journal":{"name":"2022 13th International Renewable Energy Congress (IREC)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Artificial Neural Network in Photovoltaic-Battery Microgrid System for Controlling the Battery Current in French Guiana : Battery Life Improvement\",\"authors\":\"Chabakata Mahamat, Gustave Ilunga, Jessica Bechet, Sara Zermani, L. Linguet\",\"doi\":\"10.1109/IREC56325.2022.10002124\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents an artificial neural network applied to control a standalone microgrid in French Guiana. This microgrid is composed of a Photovoltaic (PV) source and a battery storage to supply a DC load. In this paper, different configurations of neural network associated with the Levenberg-Marquardt algorithm are tested to choose the best configuration to optimize the control of our system. Then, we focus on the advantage of using this type of control compared to the conventional proportional integral control (PI control). Finally, we present and discuss the results of our simulation obtained with Matlab Simulink software.\",\"PeriodicalId\":115939,\"journal\":{\"name\":\"2022 13th International Renewable Energy Congress (IREC)\",\"volume\":\"56 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 13th International Renewable Energy Congress (IREC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IREC56325.2022.10002124\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 13th International Renewable Energy Congress (IREC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IREC56325.2022.10002124","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Artificial Neural Network in Photovoltaic-Battery Microgrid System for Controlling the Battery Current in French Guiana : Battery Life Improvement
This paper presents an artificial neural network applied to control a standalone microgrid in French Guiana. This microgrid is composed of a Photovoltaic (PV) source and a battery storage to supply a DC load. In this paper, different configurations of neural network associated with the Levenberg-Marquardt algorithm are tested to choose the best configuration to optimize the control of our system. Then, we focus on the advantage of using this type of control compared to the conventional proportional integral control (PI control). Finally, we present and discuss the results of our simulation obtained with Matlab Simulink software.