Improved particle swarm optimization algorithm in dynamic environment

被引：0
|
作者：
Xiang, Changcheng [1 ,2 ,3 ]
Tan, Xuegang [3 ]
Yang, Yi [3 ]
机构：
[1] Hubei Minzu Univ, Key Lab Biol Resources Protect & Utilizat, Enshi 445000, Hubei, Peoples R China
[2] Hubei Minzu Univ, Coll Forestry & Horticulture, Enshi 445000, Peoples R China
[3] Hubei Minzu Univ, Coll Sci, Enshi 445000, Peoples R China
来源：
26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC) | 2014年
关键词：
Particle Swarm Optimization; Dynamic Environment; Convergence;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, The improved Particle Swarm Optimization in dynamic objective function environment(DOFPSO) is purposed. The dynamic environment will change with the time t. The DOFPSO algorithm discuss that how to determine changes of the time(environment) and how to keep population diversity. The improved algorithm has the ability to fast response the change of environment and could find the best fitness value quickly. The results of experiment indicate that DOFPSO is more effective than particle swarm optimization(PSO) and restart method particle swarm optimization(RMPSO) in the response of change of environment and fast convergence.
引用
收藏
页码：3098 / 3102
页数：5
相关论文
共 50 条
  • [1] An improved Gaussian dynamic particle swarm optimization algorithm
    Ni, Qingjian
    Xing, Hancheng
    [J]. 2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 316 - 319
  • [2] 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
  • [3] 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
  • [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
    Jiang, Changyuan
    Zhao, Shuguang
    Guo, Lizheng
    Ji, Chuan
    [J]. MECHANICAL ENGINEERING AND INTELLIGENT SYSTEMS, PTS 1 AND 2, 2012, 195-196 : 1060 - 1065
  • [6] An improved particle swarm optimization algorithm
    Jiang, Yan
    Hu, Tiesong
    Huang, ChongChao
    Wu, Xianing
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2007, 193 (01) : 231 - 239
  • [7] An improved particle swarm optimization algorithm
    Xin Zhang
    Yuzhong Zhou
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13 : 802 - 805
  • [8] 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 - +
  • [9] An Improved Particle Swarm Optimization Algorithm
    Jin, Yi
    Wang, Jiwu
    Wu, Lenan
    [J]. 2011 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL (ICECC), 2011, : 1864 - 1867
  • [10] An improved particle swarm optimization algorithm
    Cheng, Haoxiang
    Wang, Jian
    [J]. NEW TRENDS AND APPLICATIONS OF COMPUTER-AIDED MATERIAL AND ENGINEERING, 2011, 186 : 454 - 458
12345