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动态拓扑结构的多目标粒子群优化算法

任子晖 王坚

同济大学学报(自然科学版)2011,Vol.39Issue(8):1222-1226,5.
同济大学学报(自然科学版)2011,Vol.39Issue(8):1222-1226,5.DOI:10.3969/j.issn.0253-374x.2011.08.023

动态拓扑结构的多目标粒子群优化算法

Dynamical Topology Multi-objective Particle Swarm Optimization Algorithm

任子晖 1王坚1

作者信息

  • 1. 同济大学CIMS中心,上海 201804
  • 折叠

摘要

Abstract

The paper presents a dynamical topology multi-objective particle swarm optimization (DMPSO) algorithm and a definition of the degree of domain and congestion and discrepancy of particles as well as a strategy of renewing archives which depends on the degree of domain and congestion around neighborhood. So the diversity and uniformity of solution are enhanced. In order to overcome the premature convergence, a new imitating small world dynamical topology strategy based on congestion degree and discrepancy degree is applied to balancing the ability of global searching and local searching. In the end, the application successfully to engineering shows that the DMPSO is feasible and effective.

关键词

多目标粒子群优化/拟小世界动态拓扑/支配度拥挤度

Key words

multi-objective particle swarm optimization (MPSO)/ imitating small world dynamical topology/ domain degree/ congestion degree

分类

计算机与自动化

引用本文复制引用

任子晖,王坚..动态拓扑结构的多目标粒子群优化算法[J].同济大学学报(自然科学版),2011,39(8):1222-1226,5.

基金项目

国家自然科学基金重大研究计划集成项目(91024131) (91024131)

“十一五”国家科技支撑计划(2006BAG01A02) (2006BAG01A02)

上海市科技发展基金(08201201905,08DZ1120802) (08201201905,08DZ1120802)

同济大学学报(自然科学版)

OA北大核心CSCDCSTPCD

0253-374X

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