{"title":"A Study of Genetic Algorithm Parameterization via a Benchmark of Test Functions","authors":"E. Asmae, Hafidi Sanae, Benhala Bachir","doi":"10.1109/IRASET57153.2023.10152983","DOIUrl":null,"url":null,"abstract":"This paper presents a study to properly parameterize the Genetic Algorithm (GA) in a way to increase its performance. Parameterization is a crucial phase before any use for problem solving. An analysis of the influence of the main parameters of GA on the quality of solutions found has been shown. The parameters taken into consideration are the population size, the type of selection, the type of crossover and the mutation rate. A set of mathematical functions (unimodal and multimodal) whose global minimum is known in advance is used for this purpose.","PeriodicalId":228989,"journal":{"name":"2023 3rd International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 3rd International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IRASET57153.2023.10152983","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 paper presents a study to properly parameterize the Genetic Algorithm (GA) in a way to increase its performance. Parameterization is a crucial phase before any use for problem solving. An analysis of the influence of the main parameters of GA on the quality of solutions found has been shown. The parameters taken into consideration are the population size, the type of selection, the type of crossover and the mutation rate. A set of mathematical functions (unimodal and multimodal) whose global minimum is known in advance is used for this purpose.
京公网安备 11010802042870号
京ICP备2023020795号-1
分享
求助内容：
应助结果提醒方式：
扫码关注我们
