Modified constriction particle swarm optimization algorithm

被引：2
|
作者：
Zhang, Zhe [1 ,2 ]
Jia, Limin [2 ,3 ]
Qin, Yong [2 ,3 ]
机构：
[1] Beijing Jiaotong Univ, Traff & Transportat Sch, Beijing 100044, Peoples R China
[2] Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
[3] Beijing Jiaotong Univ, Beijing Res Ctr Urban Traff Informat Sensing & Se, Beijing 100044, Peoples R China
来源：
JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS | 2015年 / 26卷 / 05期
基金：
中国国家自然科学基金;
关键词：
particle swarm optimization; random speed operator; convergence; global optima; CONVERGENCE ANALYSIS; MULTIAGENT SYSTEMS; CONSENSUS; OPTIMA;
D O I：
10.1109/JSEE.2015.00120
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
To deal with the demerits of constriction particle swarm optimization (CPSO), such as relapsing into local optima, slow convergence velocity, a modified CPSO algorithm is proposed by improving the velocity update formula of CPSO. The random velocity operator from local optima to global optima is added into the velocity update formula of CPSO to accelerate the convergence speed of the particles to the global optima and reduce the likelihood of being trapped into local optima. Finally the convergence of the algorithm is verified by calculation examples.
引用
收藏
页码：1107 / 1113
页数：7
相关论文
共 50 条
  • [41] An Algorithm for Identifying Protein Complexes Based on Modified Particle Swarm Optimization
    Qu, Yunhui
    2016 3RD INTERNATIONAL CONFERENCE ON MANAGEMENT INNOVATION AND BUSINESS INNOVATION (ICMIBI 2016), PT 2, 2016, 58 : 537 - 541
  • [42] Modified particle swarm optimization algorithm based on gravitational field interactions
    Spichakova, Margarita
    PROCEEDINGS OF THE ESTONIAN ACADEMY OF SCIENCES, 2016, 65 (01) : 15 - 27
  • [43] Distribution network reconfiguration based on modified particle swarm optimization algorithm
    Wang, Cui-Ru
    Zhang, Yun-E
    PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 2076 - +
  • [44] Optimal management of MicroGrid based on a modified particle swarm optimization algorithm
    Dou, Chun-xia
    Jia, Xing-bei
    Bo, Zhi-qian
    Zhao, Fang
    Liu, Dong-le
    2011 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2011,
  • [45] A Modified Particle Swarm Optimization Algorithm For Distributed Search and Collective Cleanup
    Li, Jun
    Chen, Zhutian
    Liu, Yu
    Cai, Yi
    Min, Huaqing
    Li, Qing
    2013 INTERNATIONAL JOINT CONFERENCE ON AWARENESS SCIENCE AND TECHNOLOGY & UBI-MEDIA COMPUTING (ICAST-UMEDIA), 2013, : 137 - +
  • [46] Modified Particle Swarm Optimization Algorithm Facilitating Its Hardware Implementation
    Rajewski, Michal
    Dlugosz, Zofia
    Dlugosz, Rafal
    Talaska, Tomasz
    PROCEEDINGS OF 2020 27TH INTERNATIONAL CONFERENCE ON MIXED DESIGN OF INTEGRATED CIRCUITS AND SYSTEM (MIXDES), 2020, : 227 - 231
  • [47] Analysis of Gaussian & Cauchy Mutations in Modified Particle Swarm Optimization Algorithm
    Sarangi, Archana
    Samal, Sonali
    Sarangi, Shubhendu Kumar
    2019 5TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING & COMMUNICATION SYSTEMS (ICACCS), 2019, : 463 - 467
  • [48] Design optimization of tall steel buildings by a modified particle swarm algorithm
    Gholizadeh, Saeed
    Fattahi, Fayegh
    STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS, 2014, 23 (04): : 285 - 301
  • [49] A Modified Particle Swarm Optimization Algorithm Based on Proportional Distribution of Particles
    Liu Bo
    Pan Hongxia
    ADVANCED MATERIALS SCIENCE AND TECHNOLOGY, PTS 1-2, 2011, 181-182 : 937 - 942
  • [50] A modified particle swarm optimization algorithm based on velocity updating mechanism
    Wang, Chunfeng
    Song, Wenxin
    AIN SHAMS ENGINEERING JOURNAL, 2019, 10 (04) : 847 - 866
12345