小世界和大思想:邻域拓扑对粒子群性能的影响

Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406) Pub Date : 1999-07-06 DOI:10.1109/CEC.1999.785509

J. Kennedy

{"title":"小世界和大思想:邻域拓扑对粒子群性能的影响","authors":"J. Kennedy","doi":"10.1109/CEC.1999.785509","DOIUrl":null,"url":null,"abstract":"The study manipulated the neighborhood topologies of particle swarms optimizing four test functions. Several social network structures were tested, with \"small-world\" randomization of a specified number of links. Sociometric structure and the small-world manipulation interacted with function to produce a significant effect on performance.","PeriodicalId":292523,"journal":{"name":"Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1999-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1145","resultStr":"{\"title\":\"Small worlds and mega-minds: effects of neighborhood topology on particle swarm performance\",\"authors\":\"J. Kennedy\",\"doi\":\"10.1109/CEC.1999.785509\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The study manipulated the neighborhood topologies of particle swarms optimizing four test functions. Several social network structures were tested, with \\\"small-world\\\" randomization of a specified number of links. Sociometric structure and the small-world manipulation interacted with function to produce a significant effect on performance.\",\"PeriodicalId\":292523,\"journal\":{\"name\":\"Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406)\",\"volume\":\"40 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1999-07-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1145\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CEC.1999.785509\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CEC.1999.785509","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}

引用次数: 1145

摘要

通过对粒子群邻域拓扑的操纵，优化了四个测试函数。几个社会网络结构进行了测试，使用指定数量的链接的“小世界”随机化。社会计量结构和小世界操作与功能相互作用，对性能产生显著影响。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文

微信好友朋友圈 QQ好友复制链接

本刊更多论文

Small worlds and mega-minds: effects of neighborhood topology on particle swarm performance

The study manipulated the neighborhood topologies of particle swarms optimizing four test functions. Several social network structures were tested, with "small-world" randomization of a specified number of links. Sociometric structure and the small-world manipulation interacted with function to produce a significant effect on performance.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406)

自引率

0.00%

发文量