Multi-objective topology design optimization combined with robust optimization

被引:0
|
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
相关论文
共 50 条
  • [1] Bionic topology optimization design and multi-objective optimization of guide arm
    Zhu, Yifan
    Xu, Fengxiang
    Deng, Xianglin
    Niu, Xiaoqiang
    Zou, Zhen
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2024,
  • [2] Robust Design Optimization Based on Multi-Objective Particle Swarm Optimization
    Yu Yan
    Dai Guangming
    Chen Liang
    Zhou Chong
    Peng Lei
    [J]. 2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, : 4918 - 4925
  • [3] Robust multi-objective optimization of gear microgeometry design
    Mohammed, Omar D.
    Bhat, Akshay D. S.
    Falk, Peter
    [J]. SIMULATION MODELLING PRACTICE AND THEORY, 2022, 119
  • [4] Multi-objective approach for robust design optimization problems
    Egorov, Igor N.
    Kretinin, Gennadiy V.
    Leshchenko, Igor A.
    Kuptzov, Sergey V.
    [J]. INVERSE PROBLEMS IN SCIENCE AND ENGINEERING, 2007, 15 (01) : 47 - 59
  • [5] A multi-objective genetic algorithm for robust design optimization
    Li, Mian
    Azarm, Shapour
    Aute, Vikrant
    [J]. GECCO 2005: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOLS 1 AND 2, 2005, : 771 - 778
  • [6] Multi-objective Topology Optimization Design of a Large Marine Gearbox
    Wei Chao
    Tong Shuiguang
    Fei Zhongxiu
    Lin Xuemei
    [J]. ADVANCES IN ENGINEERING DESIGN AND OPTIMIZATION III, PTS 1 AND 2, 2012, 201-202 : 325 - +
  • [7] Robust Multi-objective Optimization Applied to Engineering Systems Design
    Moreira, Fernando Ricardo
    Lobato, Fran Sergio
    Cavalini, Aldemir Ap., Jr.
    Steffen, Valder, Jr.
    [J]. LATIN AMERICAN JOURNAL OF SOLIDS AND STRUCTURES, 2016, 13 (09): : 1802 - 1822
  • [8] Robust Design Optimization of Electrical Machines: Multi-Objective Approach
    Lei, Gang
    Bramerdorfer, Gerd
    Ma, Bo
    Guo, Youguang
    Zhu, Jianguo
    [J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2021, 36 (01) : 390 - 401
  • [9] Multi-objective robust design optimization of the mechanism in a sewing machine
    Mohamed, Nejlaoui
    Bilel, Najlawi
    Affi, Zouhaier
    Romdhane, Lotfi
    [J]. MECHANICS & INDUSTRY, 2018, 18 (06)
  • [10] Robust multi-objective controller design via convex optimization
    Masubuchi, I
    Osaka, A
    Suda, N
    [J]. PROCEEDINGS OF THE 35TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1996, : 263 - 264