Multi-objective topology design optimization combined with robust optimization

被引:2
|
作者
Maruo, Akito [1 ,2 ]
Itani, Norihiko [3 ]
Hasome, Ayano [3 ]
Yamazaki, Takashi [3 ]
Igarashi, Hajime [2 ]
机构
[1] Fujitsu Ltd, MI Value Design Dept, Uvance Core Technol Unit, Uvance Value Design Off, Fujitsu Uvance Kawasaki Tower, 1 5 Ohmiya cho, Sai, Kawasaki 2120014, Japan
[2] Hokkaido Univ, Grad Sch Informat Sci & Technol, Kita 14,Nishi 9, Kita ku, Sapporo 0600814, Japan
[3] Fujitsu Ltd, Quantum Lab, Res Unit, Optimizat Technol Project 1 1 Kamikodanaka 4 chome, Kawasaki 2118588, Japan
关键词
Topology optimization; Robust optimization; Covariance matrix adaptation evolution strategy; NGnet on-off method; Magnetic shield;
D O I
10.1299/jamdsm.2023jamdsm0038
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Topology optimization (TO), which is a design optimization technique that does not require design parameters, has been attracting attention. TO has a high degree of freedom and can obtain a novel design shape suitable for desired purposes. However, the characteristics of the obtained design shape may be greatly damaged due to uncertainty such as variations in material properties. Also, when multi-objective optimization for TO is considered, an increase in the calculation load becomes a major problem. In this study, as a method for efficiently conducting multiobjective robust TO, multi-objective robust solutions can be obtained by using a single-objective robust covariance matrix adaptation evolution strategy and the hybrid method of robust genetic algorithm and multi-objective robust design optimization. The proposed method was applied to design problems of magnetic shields, and obtaining a wide range Pareto front with robustness that cannot be obtained by conventional methods is possible.
引用
收藏
页数:11
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