{"title":"GA neuro-fuzzy damping control system for UPFC to enhance power system transient stability","authors":"L. Khan, N. Ahmed, C. Lozano","doi":"10.1109/INMIC.2003.1416727","DOIUrl":null,"url":null,"abstract":"A hybrid GA-neurofuzzy damping control system for a unified power flow controller (UPFC) is proposed to enhance the transient and dynamic stability of a power system. The neurofuzzy damping controller is configured by employing a five layer feedforward fuzzy neural network. A novel \"grandparenting\" technique is employed for seeding the initial population to hasten the convergence speed of micro-GA. Also, a parallel micro-GA scheme is used to speed up the genetic algorithm search-space surfing process. The performance of the resulting neurofuzzy-based UPFC is validated in a multi-machine power system environment by means of digital simulation.","PeriodicalId":253329,"journal":{"name":"7th International Multi Topic Conference, 2003. INMIC 2003.","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2003-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"7th International Multi Topic Conference, 2003. INMIC 2003.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/INMIC.2003.1416727","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7
Abstract
A hybrid GA-neurofuzzy damping control system for a unified power flow controller (UPFC) is proposed to enhance the transient and dynamic stability of a power system. The neurofuzzy damping controller is configured by employing a five layer feedforward fuzzy neural network. A novel "grandparenting" technique is employed for seeding the initial population to hasten the convergence speed of micro-GA. Also, a parallel micro-GA scheme is used to speed up the genetic algorithm search-space surfing process. The performance of the resulting neurofuzzy-based UPFC is validated in a multi-machine power system environment by means of digital simulation.