Handling constraints in robust multi-objective optimization

被引:0
|
作者
Gupta, H [1 ]
Deb, K [1 ]
机构
[1] Indian Inst Technol, KanGAL, Kanpur 208016, Uttar Pradesh, India
关键词
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
Robust multi-objective optimization has emerged as an active research area in the past few years. A recent study proposed two different definitions of robust solutions in the context of multi-objective optimization. In this paper, we extend the concepts for finding robust solutions in the presence of active constraints. The meaning of robust solutions for constrained problems is demonstrated by suggesting three test problems and simulating an evolutionary multi-objective optimization method using the two definitions of robustness. The inclusion of constraint handling strategies makes the multi-objective robust optimization procedure more pragmatic and the procedure is now ready to be applied to real-world problems.
引用
收藏
页码:25 / 32
页数:8
相关论文
共 50 条
  • [1] Multi-objective Optimization for Water Supply System with Constraints Handling
    Cui, Lijie
    Kuczera, George
    Mortazavi, Mohammad
    [J]. PROCEEDINGS OF THE 35TH IAHR WORLD CONGRESS, VOLS III AND IV, 2013,
  • [2] An innovative hybrid multi-objective particle swarm optimization with or without constraints handling
    Cheng, Shixin
    Zhan, Hao
    Shu, Zhaoxin
    [J]. APPLIED SOFT COMPUTING, 2016, 47 : 370 - 388
  • [3] Constraints handling in Nash/Adjoint optimization methods for multi-objective aerodynamic design
    Tang, Zhili
    Periaux, Jacques
    Dong, Jun
    [J]. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2014, 271 : 130 - 143
  • [4] Handling uncertainties in evolutionary multi-objective optimization
    Tan, Kay Chen
    Goh, Chi Keong
    [J]. COMPUTATIONAL INTELLIGENCE: RESEARCH FRONTIERS, 2008, 5050 : 262 - +
  • [5] Noise handling in evolutionary multi-objective optimization
    Goh, C. K.
    Tan, K. C.
    [J]. 2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 1339 - +
  • [6] Constraint handling in multi-objective evolutionary optimization
    Woldesenbet, Yonas G.
    Tessema, Birak G.
    Yen, Gary G.
    [J]. 2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 3077 - 3084
  • [7] An orthogonal multi-objective evolutionary algorithm for multi-objective optimization problems with constraints
    Zeng, SY
    Kang, LSS
    Ding, LXX
    [J]. EVOLUTIONARY COMPUTATION, 2004, 12 (01) : 77 - 98
  • [8] Handling multi-objective optimization problems with unbalanced constraints and their effects on evolutionary algorithm performance
    Peng, Chaoda
    Liu, Hai-Lin
    Goodman, Erik D.
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2020, 55
  • [9] Handling time-varying constraints and objectives in dynamic evolutionary multi-objective optimization
    Azzouz, Radhia
    Bechikh, Slim
    Ben Said, Lamjed
    Trabelsi, Walid
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2018, 39 : 222 - 248
  • [10] MULTI-OBJECTIVE OPTIMIZATION WITH QoS CONSTRAINTS IN WSNs
    Azizi, Torrek
    [J]. COMPTES RENDUS DE L ACADEMIE BULGARE DES SCIENCES, 2023, 76 (08): : 1187 - 1196