...
首页> 外文期刊>Artificial Intelligence Review: An International Science and Engineering Journal >Artificial fish swarm algorithm: a survey of the state-of-the-art, hybridization, combinatorial and indicative applications
【24h】

Artificial fish swarm algorithm: a survey of the state-of-the-art, hybridization, combinatorial and indicative applications

机译:人工鱼群算法:最新技术,杂交,组合和指示性应用的概述

获取原文
获取原文并翻译 | 示例
           

摘要

AFSA (artificial fish-swarm algorithm) is one of the best methods of optimization among the swarm intelligence algorithms. This algorithm is inspired by the collective movement of the fish and their various social behaviors. Based on a series of instinctive behaviors, the fish always try to maintain their colonies and accordingly demonstrate intelligent behaviors. Searching for food, immigration and dealing with dangers all happen in a social form and interactions between all fish in a group will result in an intelligent social behavior. This algorithm has many advantages including high convergence speed, flexibility, fault tolerance and high accuracy. This paper is a review of AFSA algorithm and describes the evolution of this algorithm along with all improvements, its combination with various methods as well as its applications. There are many optimization methods which have a affinity with this method and the result of this combination will improve the performance of this method. Its disadvantages include high time complexity, lack of balance between global and local search, in addition to lack of benefiting from the experiences of group members for the next movements.
机译:AFSA(人工鱼群算法)是群体智能算法中最佳的最佳优化方法之一。该算法的灵感来自鱼的集体运动及其各种社会行为。基于一系列本能行为,鱼总是试图维持其殖民地并相应地表现出聪明的行为。寻找食物,移民和应对危险全都以一种社会形式发生,并且群体中所有鱼类之间的相互作用都将导致一种聪明的社会行为。该算法具有收敛速度快,灵活性高,容错能力强,精度高等优点。本文是对AFSA算法的综述,描述了该算法的发展以及所有改进,与各种方法的组合以及其应用。有许多与该方法具有亲和力的优化方法,并且这种组合的结果将改善该方法的性能。它的缺点包括时间复杂度高,全局搜索和本地搜索之间缺乏平衡,以及无法从团队成员的下一个动作中受益。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号