JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE)

• Articles • Previous Articles     Next Articles

Hybrid particle swarm optimization algorithm based on the chaos search

ZHANG Jin-song1, LI Qi-qiang1, WANG Zhao-xia2   

  1. 1. School of Control Science and Engineering, Shandong University, Jinan 250061, China; 2. College of Electronic Information and Control Engineering, Shandong Institute of Light Industry, Jinan 250353, China
  • Received:2005-12-29 Revised:1900-01-01 Online:2007-02-24 Published:2007-02-24
  • Contact: ZHANG Jin-song

Abstract: A hybrid particle swarm optimization algorithm based on the chaos search is proposed. It can not only overcome the disadvantage of easily getting into the local extremum in the later evolution period, but also keep the rapidity of the previous period. Finally, the basic particle swarm optimization algorithm is compared with the hybrid algorithm. The experiment results demonstrate that the new algorithm proposed is better than the basic particle swarm optimization algorithm in the aspects of convergence and stability.

Key words: chaos search, hybrid algorithm, ergodicity, local extremum , particle swarm optimization algorithm

CLC Number: 

  • TP301.6
[1] ZHANG Fei, GENG Hong-qin. Optimization of job-shop scheduling problem based on chaos particle swarm optimization algorithm [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2013, 43(3): 19-22.
[2] XU Long-qin1, LIU Shuang-yin1,2,3,4*. Water quality prediction model based on APSO-WLSSVR [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2012, 42(5): 80-86.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] ZHANG Yong-hua,WANG An-ling,LIU Fu-ping . The reflected phase angle of low frequent inhomogeneous[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 22 -25 .
[2] LI Kan . Empolder and implement of the embedded weld control system[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 37 -41 .
[3] LAI Xiang . The global domain of attraction for a kind of MKdV equations[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 87 -92 .
[4] YU Jia yuan1, TIAN Jin ting1, ZHU Qiang zhong2. Computational intelligence and its application in psychology[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 1 -5 .
[5] CHEN Rui, LI Hongwei, TIAN Jing. The relationship between the number of magnetic poles and the bearing capacity of radial magnetic bearing[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(2): 81 -85 .
[6] WANG Bo,WANG Ning-sheng . Automatic generation and combinatory optimization of disassembly sequence for mechanical-electric assembly[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 52 -57 .
[7] ZHANG Ying,LANG Yongmei,ZHAO Yuxiao,ZHANG Jianda,QIAO Peng,LI Shanping . Research on technique of aerobic granular sludge cultivationby seeding EGSB anaerobic granular sludge[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(4): 56 -59 .
[8] Yue Khing Toh1, XIAO Wendong2, XIE Lihua1. Wireless sensor network for distributed target tracking: practices via real test bed development[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 50 -56 .
[9] SUN Weiwei, WANG Yuzhen. Finite gain stabilization of singlemachine infinite bus system subject to saturation[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 69 -76 .
[10] LI Fangjia, GAO Shangce, TANG Zheng*, Ishii Masahiro, Yamashita Kazuya. 3D similar pattern generation of snow crystals with cellular automata[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 102 -105 .