Z. Michalewicz, J. Krawczyk, M. Kazemi, C. Janikow
{"title":"Genetic algorithms and optimal control problems","authors":"Z. Michalewicz, J. Krawczyk, M. Kazemi, C. Janikow","doi":"10.1109/CDC.1990.203904","DOIUrl":null,"url":null,"abstract":"The application of the genetic algorithm to discrete-time optimal control problems is studied. The numerical results obtained are compared with a system for construction and solution of large and complex mathematical programming models, GAMS. It is shown that while GAMS appears to work well only for linear-quadratic optimal control problems or problems with a short horizon, the genetic algorithm applies to more general problems and appears to be competitive with search-based methods.<<ETX>>","PeriodicalId":287089,"journal":{"name":"29th IEEE Conference on Decision and Control","volume":"44 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1990-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"75","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"29th IEEE Conference on Decision and Control","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CDC.1990.203904","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 75
Abstract
The application of the genetic algorithm to discrete-time optimal control problems is studied. The numerical results obtained are compared with a system for construction and solution of large and complex mathematical programming models, GAMS. It is shown that while GAMS appears to work well only for linear-quadratic optimal control problems or problems with a short horizon, the genetic algorithm applies to more general problems and appears to be competitive with search-based methods.<>