Niching genetic algorithm with restricted competition selection for multimodal function optimization
Niching genetic algorithm with restricted competition selection for multimodal function optimization
复制标题
DOI：
10.1109/20.767361
复制
发表时间：
1999-05
期刊：
影响因子：
--
通讯作者：
Cheol-Gyun Lee;Dong-Hyeok Cho;Hyun-Kyo Jung
中科院分区：
文献类型：
--
作者：
Cheol-Gyun Lee;Dong-Hyeok Cho;Hyun-Kyo Jung
小生境方法使遗传算法能够应用于需要在搜索空间中定位多个解的问题。本文提出了一种新的小生境方法，利用限制竞争选择（RCS），有效地识别和搜索多峰域中的多个小生境（峰）。为了验证其有效性，所提出的方法被应用到一些传统的数学问题和感应电动机的设计。
The niching method enables the genetic algorithm to be applied to the problems that require the location of multiple solutions in the search space. In this paper, a new niching method using restricted competition selection (RCS) is proposed to identify and search multiple niches (peaks) efficiently in a multimodal domain. To verify its validity, the proposed method is applied to some traditional mathematical problems and an induction motor design.