{"title":"Time analysis of standard evolutionary algorithms as software programs","authors":"Sergio Nesmachnow, F. Luna, E. Alba","doi":"10.1109/ISDA.2011.6121667","DOIUrl":null,"url":null,"abstract":"This article presents a study which characterizes the computational efficiency behavior of a standard EA as a software program. The study analyzes the effects of some implementation decisions regarding memory utilization (dynamic vs. static, local vs. global) and the generation of pseudorandom numbers, on the execution time of the resulting EA. The experimental analysis allows us to conclude that significant improvements in efficiency can be gained by applying simple guidelines on how to best program the EA.","PeriodicalId":433207,"journal":{"name":"2011 11th International Conference on Intelligent Systems Design and Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 11th International Conference on Intelligent Systems Design and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISDA.2011.6121667","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
This article presents a study which characterizes the computational efficiency behavior of a standard EA as a software program. The study analyzes the effects of some implementation decisions regarding memory utilization (dynamic vs. static, local vs. global) and the generation of pseudorandom numbers, on the execution time of the resulting EA. The experimental analysis allows us to conclude that significant improvements in efficiency can be gained by applying simple guidelines on how to best program the EA.
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