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透镜成像反学习策略在粒子群算法中的应用

喻飞 李元香 魏波 徐星 赵志勇

电子学报Issue(2):230-235,6.
电子学报Issue(2):230-235,6.DOI:10.3969/j.issn.0372-2112.2014.02.004

透镜成像反学习策略在粒子群算法中的应用

The Application of a Novel OBL Based on Lens Imaging Principle in PSO

喻飞 1李元香 1魏波 1徐星 2赵志勇1

作者信息

  • 1. 武汉大学软件工程国家重点实验室,武汉大学计算机学院,湖北武汉430072
  • 2. 景德镇陶瓷学院信息工程学院,江西景德镇 333403
  • 折叠

摘要

Abstract

By introducing opposition-based learning (OBL) in PSO ,particles are enabled to find an opposite position that is closer to the global optimization solution .However ,OBL only makes a good performance on the initial phrase of the evolution , while at later stages it needs to be combined with other techniques (e .g .Cauchy mutation ) to improve its ability of“exploration” . In this paper ,a novel OBL based on the principle of lens imaging is proposed .It uses two parameters (i .e .,zoom factor and the factor of search radius ) ,which will achieve a better balance between PSO’s“exploration”and“exploitation”abilities .The simula-tion shows that the novel OBL possesses better convergence rate and convergence effect .

关键词

反向学习/粒子群算法/透镜成像

Key words

opposite-based learning/particle swarm optimization/imaging lenses

分类

信息技术与安全科学

引用本文复制引用

喻飞,李元香,魏波,徐星,赵志勇..透镜成像反学习策略在粒子群算法中的应用[J].电子学报,2014,(2):230-235,6.

基金项目

国家自然科学基金(No .61070009);国家科技支撑计划(No .2012BAH25F02);江西省自然(青年)科学基金 ()

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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