Solving multiobjective problems using cat swarm optimization

被引:133
|
作者
Pradhan, Pyari Mohan [1 ]
Panda, Ganapati [1 ]
机构
[1] Indian Inst Technol Bhubaneswar, Sch Elect Sci, Bhubaneswar, Orissa, India
关键词
Multiobjective problems; Evolutionary algorithm; Swarm optimization; Cat swarm optimization; Multiobjective cat swarm optimization; Pareto dominance; ALGORITHM;
D O I
10.1016/j.eswa.2011.08.157
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new multiobjective evolutionary algorithm (MOEA) by extending the existing cat swarm optimization (CSO). It finds the nondominated solutions along the search process using the concept of Pareto dominance and uses an external archive for storing them. The performance of our proposed approach is demonstrated using standard test functions. A quantitative assessment of the proposed approach and the sensitivity test of different parameters is carried out using several performance metrics. The simulation results reveal that the proposed approach can be a better candidate for solving multiobjective problems (MOPs). (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2956 / 2964
页数:9
相关论文
共 50 条
  • [31] Solving Nonlinear Equality Constrained Multiobjective Optimization Problems Using Neural Networks
    Mestari, Mohammed
    Benzirar, Mohammed
    Saber, Nadia
    Khouil, Meryem
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 26 (10) : 2500 - 2520
  • [32] Solving Multi-Agent Pickup and Delivery Problems using Multiobjective Optimization
    Queiroz, Ana Carolina
    Vieira, Alex
    Bernardino, Heder
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2023, 109 (02)
  • [33] Solving hard multiobjective optimization problems using ε-constraint with cultured differential evolution
    Landa Becerra, Ricardo
    Coello Coello, Carlos A.
    [J]. PARALLEL PROBLEM SOLVING FROM NATURE - PPSN IX, PROCEEDINGS, 2006, 4193 : 543 - 552
  • [34] Solving Multi-Agent Pickup and Delivery Problems using Multiobjective Optimization
    Ana Carolina Queiroz
    Alex Vieira
    Heder Bernardino
    [J]. Journal of Intelligent & Robotic Systems, 2023, 109
  • [35] A METHODOLOGY FOR SOLVING MULTIOBJECTIVE SIMULATION-OPTIMIZATION PROBLEMS
    TELEB, R
    AZADIVAR, F
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1994, 72 (01) : 135 - 145
  • [36] Solving Discrete Multiobjective Optimization Problems Based on Approximation
    Alfonso Mateos
    Sixto Rios-Insua
    Gregorio Nevado
    [J]. OPSEARCH, 1998, 35 (2) : 93 - 105
  • [37] A constraint function method for solving multiobjective optimization problems
    Lu Baiquan
    Gao Gaiqin
    Wang Fei
    Wang Jin
    Li Jin
    [J]. PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL IV, 2009, : 224 - 228
  • [38] A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints
    Sun, Ruiqing
    Zou, Juan
    Liu, Yuan
    Yang, Shengxiang
    Zheng, Jinhua
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2023, 27 (05) : 1207 - 1219
  • [39] A relaxed projection method for solving multiobjective optimization problems
    Brito, A. S.
    Cruz Neto, J. X.
    Santos, P. S. M.
    Souza, S. S.
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2017, 256 (01) : 17 - 23
  • [40] Advances in Differential Evolution for Solving Multiobjective Optimization Problems
    Ye, Hongtao
    Zhou, Meifang
    Wu, Yan
    [J]. ADVANCES IN SWARM INTELLIGENCE, ICSI 2012, PT I, 2012, 7331 : 366 - 373