小生境遗传算法综述
首发时间:2005-07-18
摘要:本文在阅读大量遗传算法小生境技术资料基础上,介绍了遗传算法的特点、物种形成和小生境技术,详细陈述上世纪80年代以来的各种小生境实现方法,包括共享函数法、确定性排挤法、可变半径的聚类算法和隔离小生境方法等;最后对小生境遗传算法的工程应用提出了展望。
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Overview of the Niching Genetic Algorithms
Abstract:The paper introduces the fundamental principle and characteristic of genetic algorithms. Then the idea of speciation and niche are described, with various niching methods including deterministic crowding, fitness sharing, clearing, sequential niching, variable radius niching technique, and isolation niching. Finally, a prospect is conducted on the niching genetic algorithms’ further application in engineering.
Keywords: niching methods, genetic algorithms, sharing, crowding, clustering, isolation
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No.2471191411216565****
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