Application of PSO Algorithm to Multi-objective Optimization in Network Planning

被引:0
|
作者
Qu, Lixin [1 ]
Zhou, Yihong [1 ]
Chen, Na [2 ]
机构
[1] Wuhan Univ, Sch Water Resources & Hydropower, Wuhan 430072, Peoples R China
[2] Hohai Univ, Sch Business, Nanjing 211100, Jiangsu, Peoples R China
关键词
PSO algorithm; multi-objective optimization; network planning;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we apply well-performed Particle Swarm Optimization (PSO) algorithm to solve multi-objective optimization problem in engineering network planning, and propose possible initialization and constraints by multi constrained matrix and heuristic criterion to reduce complexity of penalty factor. In the coding process, we define the particle, level objectives by importance, and build linear weighted method by fitness function of particles to resolve the partial ordering problem derived from multi-objective comparison. Numerical result indicates the proposed approach can increase the solution speed, reduce the solution difficulty of PSO algorithm and search space about its solution. And it also demonstrates PSO algorithm is practical and valid in multi objective network optimization.
引用
收藏
页码:469 / 473
页数:5
相关论文
共 50 条
  • [1] A multi-objective endocrine PSO algorithm and application
    Chen De-bao
    Zou Feng
    Wang Jiang-tao
    [J]. APPLIED SOFT COMPUTING, 2011, 11 (08) : 4508 - 4520
  • [3] Multi-Objective A* Algorithm for the Multimodal Multi-Objective Path Planning Optimization
    Jin, Bo
    [J]. 2021 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC 2021), 2021, : 1704 - 1711
  • [4] A Modified PSO Algorithm for Constrained Multi-Objective Optimization
    Li, Lily D.
    Li, Xiaodong
    Yu, Xinghuo
    Guo, William
    [J]. NSS: 2009 3RD INTERNATIONAL CONFERENCE ON NETWORK AND SYSTEM SECURITY, 2009, : 462 - +
  • [5] A New Algorithm based on PSO for Multi-objective Optimization
    Leung, Man-Fai
    Ng, Sin-Chun
    Cheung, Chi-Chung
    Lui, Andrew K.
    [J]. 2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 3156 - 3162
  • [6] A PSO-Based Hybrid Multi-Objective Algorithm for Multi-Objective Optimization Problems
    Wang, Xianpeng
    Tang, Lixin
    [J]. ADVANCES IN SWARM INTELLIGENCE, PT II, 2011, 6729 : 26 - 33
  • [7] Multi-objective Transmission Network Planning Based on Multi-objective Optimization Algorithms
    Wang Xiaoming
    Yan Jubin
    Huang Yan
    Chen Hanlin
    Zhang Xuexia
    Zang Tianlei
    Yu Zixuan
    [J]. 2017 IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2017,
  • [8] Modified PSO algorithm for multi-objective optimization of the cutting parameters
    Toufik Ameur
    Mekki Assas
    [J]. Production Engineering, 2012, 6 (6) : 569 - 576
  • [9] An effective PSO-TLBO algorithm for multi-objective optimization
    Cheng, Tingli
    Chen, Minyou
    Fleming, Peter J.
    Yang, Zhile
    Gan, Shaojun
    [J]. 2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, : 3977 - 3982
  • [10] Modified PSO algorithm for multi-objective optimization of the cutting parameters
    Ameur, Toufik
    Assas, Mekki
    [J]. PRODUCTION ENGINEERING-RESEARCH AND DEVELOPMENT, 2012, 6 (06): : 569 - 576