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基于共轭梯度法和Tent映射的拟态物理学算法

唐林英 王炼红 李潇瑶

计算机应用与软件2017,Vol.34Issue(2):246-250,5.
计算机应用与软件2017,Vol.34Issue(2):246-250,5.DOI:10.3969/j.issn.1000-386x.2017.02.044

基于共轭梯度法和Tent映射的拟态物理学算法

THE ARTIFICIAL PHYSICS OPTIMIZATION ALGORITHM BASED ON CONJUGATE GRADIENT METHOD AND TENT MAPPING

唐林英 1王炼红 1李潇瑶1

作者信息

  • 1. 湖南大学电气与信息工程学院 湖南长沙410082
  • 折叠

摘要

Abstract

An improved artificial physics algorithm which is combined conjugate gradient method with chaotic perturbations is proposed to solve the problem that the improved artificial physics algorithm has poor search accuracy in later period and it is easy to fall into local optimum.This algorithm adopted conjugate gradient method,a high accuracy analytical algorithm,to search locally when it is difficult for artificial physics algorithm to search accurately in later period,replacing artificial physics algorithm.It also introduced the Chaotic Perturbations to the whole algorithm,to a certain extent,to prevent the algorithm convergent too early.Tests show that the algorithm could jump out from the local optimal solution and had better solution in precision,stability and speed.So this algorithm is suitable for the high dimension complex functions optimization.

关键词

拟态物理学算法/共轭梯度法/寻优/混沌扰动

Key words

Artificial physics algorithm/Conjugate gradient method/Optimization/Chaotic perturbations

分类

信息技术与安全科学

引用本文复制引用

唐林英,王炼红,李潇瑶..基于共轭梯度法和Tent映射的拟态物理学算法[J].计算机应用与软件,2017,34(2):246-250,5.

基金项目

国家自然科学基金项目(61174140) (61174140)

湖南省自然科学基金项目(14JJ4026). (14JJ4026)

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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