{"title":"Centroid-based Initialized JADE for global optimization","authors":"Rashida Adeeb Khanum, Muhammad Asif Jan","doi":"10.1109/CEEC.2011.5995836","DOIUrl":null,"url":null,"abstract":"JADE is a recent adaptive version of nature inspired algorithm, Differential Evolution (DE). It has shown considerable performance improvement on a set of well studied benchmark functions. This paper studies whether the performance of JADE can be improved further by changing its random population initialization with centroid based population initialization. The new algorithm is known as Centroid-based Initialized JADE (ciJADE). ciJADE not only initialize JADE from centroids of the random parents, it also reflects the worst ten percent of the centroids population. ciJADE is tested on fourteen CEC2005 competition test problems. Experimental results show that ciJADE has significantly improved the performance of JADE on various problems.","PeriodicalId":409910,"journal":{"name":"2011 3rd Computer Science and Electronic Engineering Conference (CEEC)","volume":"252 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 3rd Computer Science and Electronic Engineering Conference (CEEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CEEC.2011.5995836","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 14
Abstract
JADE is a recent adaptive version of nature inspired algorithm, Differential Evolution (DE). It has shown considerable performance improvement on a set of well studied benchmark functions. This paper studies whether the performance of JADE can be improved further by changing its random population initialization with centroid based population initialization. The new algorithm is known as Centroid-based Initialized JADE (ciJADE). ciJADE not only initialize JADE from centroids of the random parents, it also reflects the worst ten percent of the centroids population. ciJADE is tested on fourteen CEC2005 competition test problems. Experimental results show that ciJADE has significantly improved the performance of JADE on various problems.
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
