Multiobjective design optimization by an evolutionary algorithm

被引:258
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 [工学];
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
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