An improved particle swarm optimization algorithm

被引：0
|
作者：
Xin Zhang [1 ]
Yuzhong Zhou [1 ]
机构：
[1] S China Agr Univ, Coll Sci, Guangzhou 510642, Guangdong, Peoples R China
来源：
DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS | 2006年 / 13卷
关键词：
D O I：
暂无
中图分类号：
O29 [应用数学];
学科分类号：
070104 ;
摘要：
Particle Swarm Optimization (PSO) algorithm with the typical characteristic of swarm intelligence is a kind of novel evolution algorithm. It has been successfully applied to many optimization problems. But it can not give attention to convergence speed, capability of exploration and exploitation synchronously and it is easy to fall in local peak in large scale problem. To overcome these deficiencies, an improved particle swarm optimization algorithm is designed. This improved algorithm can enhance the capability of the global convergence and avoid failing into local optimization early. The results of the experiment show that the improved algorithm gets a better effect in comparison with the normal PSO.
引用
收藏
页码：802 / 805
页数：4
相关论文
共 50 条
  • [1] An Improved Particle Swarm Optimization Algorithm
    Ni, Hongmei
    Wang, Weigang
    [J]. ADVANCES IN APPLIED SCIENCES AND MANUFACTURING, PTS 1 AND 2, 2014, 850-851 : 809 - +
  • [2] An improved particle swarm optimization algorithm
    Jiang, Yan
    Hu, Tiesong
    Huang, ChongChao
    Wu, Xianing
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2007, 193 (01) : 231 - 239
  • [3] An Improved Particle Swarm Optimization Algorithm
    Jiang, Changyuan
    Zhao, Shuguang
    Guo, Lizheng
    Ji, Chuan
    [J]. MECHANICAL ENGINEERING AND INTELLIGENT SYSTEMS, PTS 1 AND 2, 2012, 195-196 : 1060 - 1065
  • [4] An Improved Particle Swarm Optimization Algorithm
    Wang, Fangxiu
    Zhou, Kong
    [J]. 2012 INTERNATIONAL CONFERENCE ON INTELLIGENCE SCIENCE AND INFORMATION ENGINEERING, 2012, 20 : 156 - 158
  • [5] An Improved Particle Swarm Optimization Algorithm
    Ji, Weidong
    Wang, Keqi
    [J]. 2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 585 - 589
  • [6] An Improved Particle Swarm Optimization Algorithm
    Lu, Lin
    Luo, Qi
    Liu, Jun-yong
    Long, Chuan
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, VOLS 1 AND 2, 2008, : 486 - 490
  • [7] An Improved Particle Swarm Optimization Algorithm
    Na, Risu
    Li, Qiang
    Wu, Liji
    [J]. MATERIALS PROCESSING TECHNOLOGY II, PTS 1-4, 2012, 538-541 : 2658 - +
  • [8] An Improved Particle Swarm Optimization Algorithm
    Chang, Chunguang
    Wu, Xi
    [J]. CYBER SECURITY INTELLIGENCE AND ANALYTICS, 2020, 928 : 1406 - 1410
  • [9] An Improved Particle Swarm Optimization Algorithm
    Yu, Yu Feng
    Li, Guo
    Xu, Chen
    [J]. FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY III, PTS 1-3, 2013, 401 : 1328 - 1335
  • [10] An Improved Particle Swarm Optimization Algorithm
    Pan, Dazhi
    Liu, Zhibin
    [J]. EMERGING RESEARCH IN ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, 2011, 237 : 550 - +
12345