{"title":"基于支持向量机和智能电表的分布式发电配电系统故障定位","authors":"R. Pérez, C. Vásquez","doi":"10.1109/ETCM.2016.7750857","DOIUrl":null,"url":null,"abstract":"In this paper the fault location is presented in distribution systems with distributed generation using Support Vector Machines and information provided by smart meters located on the system. Different types of faults that can occur in a distribution system are simulated for fault resistances 5 to 30 Ohms in steps of 5 Ohms. Support Vector Machines were trained with effective voltage values measured at the substation in distributed generation and smart meters. The results show that the accuracy in locating all types of failure is higher than 87%, demonstrating a fortress in this tool.","PeriodicalId":6480,"journal":{"name":"2016 IEEE Ecuador Technical Chapters Meeting (ETCM)","volume":"29 1","pages":"1-6"},"PeriodicalIF":0.0000,"publicationDate":"2016-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"15","resultStr":"{\"title\":\"Fault Location in distribution systems with distributed generation using Support Vector Machines and smart meters\",\"authors\":\"R. Pérez, C. Vásquez\",\"doi\":\"10.1109/ETCM.2016.7750857\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper the fault location is presented in distribution systems with distributed generation using Support Vector Machines and information provided by smart meters located on the system. Different types of faults that can occur in a distribution system are simulated for fault resistances 5 to 30 Ohms in steps of 5 Ohms. Support Vector Machines were trained with effective voltage values measured at the substation in distributed generation and smart meters. The results show that the accuracy in locating all types of failure is higher than 87%, demonstrating a fortress in this tool.\",\"PeriodicalId\":6480,\"journal\":{\"name\":\"2016 IEEE Ecuador Technical Chapters Meeting (ETCM)\",\"volume\":\"29 1\",\"pages\":\"1-6\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"15\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2016 IEEE Ecuador Technical Chapters Meeting (ETCM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ETCM.2016.7750857\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE Ecuador Technical Chapters Meeting (ETCM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ETCM.2016.7750857","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Fault Location in distribution systems with distributed generation using Support Vector Machines and smart meters
In this paper the fault location is presented in distribution systems with distributed generation using Support Vector Machines and information provided by smart meters located on the system. Different types of faults that can occur in a distribution system are simulated for fault resistances 5 to 30 Ohms in steps of 5 Ohms. Support Vector Machines were trained with effective voltage values measured at the substation in distributed generation and smart meters. The results show that the accuracy in locating all types of failure is higher than 87%, demonstrating a fortress in this tool.