Dynamic guiding particle swarm optimization with embedded chaotic search for solving multidimensional problems

被引:15
作者
Cheng, Min-Yuan [1 ]
Huang, Kuo-Yu [1 ]
Chen, Hung-Ming [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Construct Engn, Taipei, Taiwan
关键词
Dynamic guiding approach; Chaotic search; Particle swarm optimization;
D O I
10.1007/s11590-011-0297-z
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The proposed approach incorporated dynamic guiding approach and chaotic search procedure into particle swarm optimization (PSO), named DCPSO. Chaotic search, enjoyed ergodicity, irregularity and pseudo-randomness in PSO, would refine global best position evidently. And, dynamic guiding approach with fluctuating property would easily conduct unpredictable migrations for PSO to break away from evolutionary stagnation. The experiment reports indicated that the proposed DCPSO approach could improve the evolution performance significantly, and present the superiority in solving complex multidimensional problems.
引用
收藏
页码:719 / 729
页数:11
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