Multiobjective design optimization by an evolutionary algorithm

被引:208
|
作者
Ray, T [1 ]
Tai, K [1 ]
Seow, KC [1 ]
机构
[1] Nanyang Technol Univ, Ctr Adv Numer Engn Simulat, Sch Mech & Prod Engn, Singapore 639798, Singapore
关键词
evolutionary algorithms; Pareto optimal solutions; multiobjective optimization;
D O I
10.1080/03052150108940926
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents an evolutionary algorithm for generic multiobjective design optimization problems. The algorithm is based on nondominance of solutions in the objective and constraint space and uses effective mating strategies to improve solutions that are weak in either. Since the methodology is based on nondominance, scaling and aggregation affecting conventional penalty function methods for constraint handling does not arise. The algorithm incorporates intelligent partner selection for cooperative mating. The diversification strategy is based on niching which results in a wide spread of solutions in the parametric space. Results of the algorithm for the design examples clearly illustrate the efficiency of the algorithm in solving multidisciplinary design optimization problems.
引用
收藏
页码:399 / 424
页数:26
相关论文
共 50 条
  • [41] Constrained multiobjective optimization design for ordinary shovel attachment of hydraulic excavator based on evolutionary algorithm
    Xu, Gongyue
    Feng, Zemin
    Wang, Wenbo
    Ding, Huafeng
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 135
  • [42] Multiobjective Design Optimization of a Cantilevered Ramp Injector Using the Surrogate-Assisted Evolutionary Algorithm
    Huang, Wei
    Li, Shi-bin
    Yan, Li
    Tan, Jian-guo
    [J]. JOURNAL OF AEROSPACE ENGINEERING, 2015, 28 (05)
  • [43] Multiobjective optimization design with pareto genetic algorithm
    Cheng, FY
    Li, D
    [J]. JOURNAL OF STRUCTURAL ENGINEERING, 1997, 123 (09) : 1252 - 1261
  • [44] Evolutionary multiobjective optimization
    Coello Coello, Carlos A.
    [J]. WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2011, 1 (05) : 444 - 447
  • [45] Evolutionary Multiobjective Optimization
    Yen, Gary G.
    [J]. IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2009, 4 (03) : 2 - 2
  • [46] A particle swarm algorithm for multiobjective design optimization
    Ochlak, Eric
    Forouraghi, Babak
    [J]. ICTAI-2006: EIGHTEENTH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2006, : 765 - +
  • [47] A Knee Point Driven Evolutionary Algorithm for Multiobjective Bilevel Optimization
    Chen, Jiaxin
    Ding, Jinliang
    Li, Ke
    Tan, Kay Chen
    Chai, Tianyou
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (07) : 4177 - 4189
  • [48] Comparison and analysis of multiobjective evolutionary algorithm for reactive power optimization
    Li, Zhi-Huan
    Duan, Xian-Zhong
    [J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2010, 30 (10): : 57 - 65
  • [49] Multiobjective Optimization design via Genetic Algorithm
    Lu, HM
    Yen, GG
    [J]. PROCEEDINGS OF THE 2001 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA'01), 2001, : 1190 - 1195
  • [50] A surrogate-assisted a priori multiobjective evolutionary algorithm for constrained multiobjective optimization problems
    Pour, Pouya Aghaei
    Hakanen, Jussi
    Miettinen, Kaisa
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2024, 90 (02) : 459 - 485