Adaptively Species-Migration-Based Multimodal Particle Swarm Optimization

被引：0
|
作者：
Liu, Yu [1 ,2 ]
Lv, Mingwei [1 ,2 ]
Li, Wentao [1 ,2 ]
Fang, Jing [1 ,2 ]
Zhao, Lei [1 ,2 ]
机构：
[1] School of Software, Dalian University of Technology, Dalian 116621, China
[2] Institute of IT Service Engineering and Management, Dalian University of Technology, Dalian 116621, China
来源：
Journal of Computational Information Systems | 2011年 / 7卷 / 07期
关键词：
Information systems;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Niching technique plays an important role in multimodal function optimization. This paper introduces species migration and removes duplicate species into niching algorithms and proposes Adaptively Species-Migration-Based Multimodal Particle Swarm Optimization (SMPSO). The proposed algorithm doesn't rely on any prespecified niching parameter. Experiments show that SMPSO has higher success rate and needs lower computation cost than ANPSO in handling most of standard multimodal functions. Copyright © 2011 Binary Information Press.
引用
收藏
页码：2379 / 2386
相关论文
共 50 条
  • [41] Stream-based Particle Swarm Optimization for Data Migration Decision
    Cheng, Qiuchen
    Ma, Kun
    Yang, Bo
    PROCEEDINGS OF THE 2015 SEVENTH INTERNATIONAL CONFERENCE OF SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR 2015), 2015, : 264 - 269
  • [42] Improved Particle Swarm Optimization for Global Optimization of Unimodal and Multimodal Functions
    Basu M.
    Journal of The Institution of Engineers (India): Series B, 2016, 97 (4) : 525 - 535
  • [43] Immune cloud particle swarm optimization algorithm for multimodal function optimization
    College of Electrical and Information Engineering, Hunan University, Changsha 410082, China
    不详
    Yi Qi Yi Biao Xue Bao, 8 (1756-1765):
  • [44] A modified particle swarm optimization for multimodal multi-objective optimization
    Zhang, XuWei
    Liu, Hao
    Tu, LiangPing
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 95
  • [45] Particle Swarm Optimization with Hybrid Ring Topology for Multimodal Optimization Problems
    Chen, Zong-Gan
    Zhan, Zhi-Hui
    Liu, Dong
    Kwong, Sam
    Zhang, Jun
    2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 2044 - 2049
  • [46] Adaptive niching particle swarm optimization with local search for multimodal optimization
    Wang, Rui
    Hao, Kuangrong
    Huang, Biao
    Zhu, Xiuli
    APPLIED SOFT COMPUTING, 2023, 133
  • [47] Adaptive fuzzy particle swarm optimization for global optimization of multimodal functions
    Juang, Yau-Tarng
    Tung, Shen-Lung
    Chiu, Hung-Chih
    INFORMATION SCIENCES, 2011, 181 (20) : 4539 - 4549
  • [48] Hybridizing Niching, Particle Swarm Optimization, and Evolution Strategy for Multimodal Optimization
    Luo, Wenjian
    Qiao, Yingying
    Lin, Xin
    Xu, Peilan
    Preuss, Mike
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (07) : 6707 - 6720
  • [49] An Interval Particle Swarm Optimization Algorithm for Solving Multimodal Optimization Problem
    Guan, Shouping
    Yu, Xiaoyu
    2022 34TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2022, : 3802 - 3807
  • [50] Particle Swarm Optimization assisted by Gaussian Processes for Multimodal Function Optimization
    Zhang, Yan
    Zhang, Yi
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND INFORMATION SYSTEMS, 2016, 52 : 123 - 128
12345