QPSO-based algorithm for multi-objective optimization problem

被引:0
|
作者
Guan, Fangjing [1 ]
Xu, Wenbo [1 ]
Sun, Jun [1 ]
机构
[1] So Yangtze Univ, Comp Engn Sch Informat Technol, Jiangsu 214122, Peoples R China
关键词
particle swarm optimization; multi-objective optimization; quantum-behaved particle swarm optimization;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Quantum-behaved Particle Swarm Optimization Algorithm is a global convergent optimization algorithm. In this paper, we propose a Vector Evaluated Quantum-behaved Particle Swarm Optimization algorithm (VEQPSO) to solve multi-objective optimization problem. After described the concepts of VEQPSO, we test it on rnulti-objective benchmark problems. The experiment results of VEQPSO on four classic multi-objective minimization functions show the efficiency of the algorithm for solving multi-objective optimization problem.
引用
收藏
页码:1298 / 1302
页数:5
相关论文
共 50 条
  • [11] An optimization algorithm for imprecise multi-objective problem functions
    Limbourg, P
    Aponte, DES
    2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 459 - 466
  • [12] A Multi-objective Evolutionary Algorithm based on Decomposition for Constrained Multi-objective Optimization
    Martinez, Saul Zapotecas
    Coello, Carlos A. Coello
    2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 429 - 436
  • [13] Multi-Objective QPSO Algorithms to Solve an Electromagnetic Benchmark Problem
    Mamoc, Cristina
    Duca, Anton
    Ciuprina, Gabriela
    Lup, Aurel-Sorin
    2020 INTERNATIONAL SYMPOSIUM ON FUNDAMENTALS OF ELECTRICAL ENGINEERING (ISFEE), 2020,
  • [14] Decision variable classification based multi-objective multifactorial memetic algorithm for multi-objective multi-task optimization problem
    Xu, Zhiwei
    Xu, Jiafeng
    Zhang, Kai
    Xu, Xin
    He, Juanjuan
    Wu, Ni
    APPLIED SOFT COMPUTING, 2024, 152
  • [15] SOLVING MULTI-OBJECTIVE PROBLEM BASED ON PARALLEL PARTICLE SWARM OPTIMIZATION ALGORITHM
    Zhang, Tao
    Qu, Shihai
    JOURNAL OF NONLINEAR AND CONVEX ANALYSIS, 2024, 25 (02) : 445 - 461
  • [16] Solution to multi-objective optimization of flow shop problem based on ACO algorithm
    Li, Jianfu
    Zhang, Wei
    2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 417 - 420
  • [17] Multi-objective Optimization Algorithm based on BBO for Virtual Machine Consolidation Problem
    Zheng, Qinghua
    Li, Jia
    Dong, Bo
    Li, Rui
    Shah, Nazaraf
    Tian, Feng
    2015 IEEE 21ST INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS (ICPADS), 2015, : 414 - 421
  • [18] Flexible Job Shop Scheduling Problem Based on Multi-Objective Optimization Algorithm
    Zhang, Li
    Wang, Lu
    PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC, CONTROL AND AUTOMATION ENGINEERING (MECAE 2018), 2018, 149 : 580 - 588
  • [19] Glowworm swarm optimization algorithm for solving multi-objective optimization problem
    He Deng-xu
    Liu Gui-qing
    Zhu Hua-zheng
    2013 9TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2013, : 11 - 15
  • [20] Multi-objective quantum-behaved particle swarm optimization algorithm based on QPSO and crowding distance sorting
    Shi, Zhan
    Chen, Qing-Wei
    Kongzhi yu Juece/Control and Decision, 2011, 26 (04): : 540 - 547