A new optimization strategy for multi-objective design of automotive seat frame

被引:10
|
作者
Dai, Chenxu [1 ]
Wang, Xiaocui [1 ]
Long, Jiangqi [1 ]
机构
[1] Wenzhou Univ, Coll Mech & Elect Engn, Chashan St, Wenzhou 325035, Peoples R China
基金
中国国家自然科学基金;
关键词
Seat frame; Multi-objective optimization; Multi-criteria decision-making; Optimized design; MODEL;
D O I
10.1007/s00158-023-03680-z
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Optimal automobile seat design can play a significant role in passenger safety during high-speed accidents. To tackle the challenge of optimizing automotive seats, this paper presents a detailed optimization design method. In detail, the finite element models firstly established and validated through eight typical working conditions of automotive seats based on experimental data. Then, the optimized variables are screened and determined through contribution analysis, in which, the various perspectives are taken into account, such as the total cost and mass of seat materials, safety performance, and comfort index. Subsequently, an optimization strategy is constructed, which combines optimal Latin hypercube sampling, response surface method surrogate models, non-dominated sorting genetic algorithm-II, fuzzy analytic hierarchy process, entropy weighting method, gray relational analysis, and Visekriterijumsko KOmpromisno Rangiranje method for the optimal design of the automotive seat frame. Finally, a comprehensive comparative analysis of the optimal trade-off solution is carried out in terms of both decision methods and optimization strategies. The results show that ensuring the safety performance, the total cost, and total mass of the seat frame material decreased by 17.22% and 11.52%, respectively, as a result of the optimization strategy proposed in this paper, and the comfort performance is also improved to some extent. Therefore, the multi-objective optimization strategy proposed in this paper performs well in terms of both accuracy and effectiveness and provides a reliable reference for related multi-objective optimization.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] A new optimization strategy for multi-objective design of automotive seat frame
    Chenxu Dai
    Xiaocui Wang
    Jiangqi Long
    Structural and Multidisciplinary Optimization, 2023, 66
  • [2] Multi-objective optimization of automotive seat frames using machine learning
    Chen, Haifeng
    Yu, Ping
    Long, Jiangqi
    ADVANCES IN ENGINEERING SOFTWARE, 2025, 199
  • [3] Multi-objective optimization design of automobile seat backrest considering coupling effect
    Chen, Haifeng
    Yu, Ping
    Long, Jiangqi
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2024,
  • [4] A New Evolutionary Strategy for Pareto Multi-Objective Optimization
    Elbeltagi, E.
    Hegazy, T.
    Grierson, D.
    PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON ENGINEERING COMPUTATIONAL TECHNOLOGY, 2010, 94
  • [5] Multi-Objective Design Optimization of an IPMSM Based on Multilevel Strategy
    Sun, Xiaodong
    Shi, Zhou
    Lei, Gang
    Guo, Youguang
    Zhu, Jianguo
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 68 (01) : 139 - 148
  • [6] Multi-condition and multi-objective conceptual optimization design of automotive front subframe
    Wang, Tianbo
    Xue, Wenshuai
    Wei, Minxiang
    Wu, Jiang
    Luo, Zhaoyi
    Liu, Ranran
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2024,
  • [7] Multi-objective design optimization of a new space radiator
    Curty Cuco, Ana Paula
    de Sousa, Fabiano Luis
    Vlassov, Valeri V.
    da Silva Neto, Antonio Jose
    OPTIMIZATION AND ENGINEERING, 2011, 12 (03) : 393 - 406
  • [8] Multi-objective design optimization of a new space radiator
    Ana Paula Curty Cuco
    Fabiano Luis de Sousa
    Valeri V. Vlassov
    Antonio José da Silva Neto
    Optimization and Engineering, 2011, 12 : 393 - 406
  • [9] Multi-objective optimization design of rear seat for a passenger car based on GARS and NSGA-III
    Zhou, Xuan
    Jiang, Hengliang
    Long, Jiangqi
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2024,
  • [10] A new hybrid memetic multi-objective optimization algorithm for multi-objective optimization
    Luo, Jianping
    Yang, Yun
    Liu, Qiqi
    Li, Xia
    Chen, Minrong
    Gao, Kaizhou
    INFORMATION SCIENCES, 2018, 448 : 164 - 186