An adaptive multi-objective optimization method for structure-connection-performance design of commercial vehicle cab

被引:1
|
作者
Du, Changqing [1 ,2 ]
Kong, Sijun [1 ,2 ]
Zhang, Hongwei [1 ,2 ]
Xie, Chong [1 ,2 ]
Zhao, Feng [3 ]
Xiang, Yong [3 ]
机构
[1] Wuhan Univ Technol, Hubei Key Lab Adv Technol Automot Components, Wuhan, Peoples R China
[2] Wuhan Univ Technol, Hubei Collaborat Innovat Ctr Automot Components Te, Wuhan, Peoples R China
[3] Dongfeng Commercial Vehicle Co Ltd, Dongfeng Commercial Vehicle Tech Ctr, Wuhan, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Commercial vehicle cab; parametric modeling; performance analysis; integrated multi-objective optimization; multi-criteria decision making; RESPONSE-SURFACE METHOD; ROBUST; APPROXIMATION;
D O I
10.1177/09544070241273803
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A variable screening-approximate model-adaptive multi-optimization algorithm integrated method is proposed to solve the high-dimensional nonlinear problems for lightweight optimization of cabs. Firstly, a full-parametric body-in-white model of the cab is established using implicit parameterization technology, and the simulation analysis of the bending and torsional stiffness, natural modal characteristics, and passive safety are established. Then, considering the structure and connection process parameters, the design variables are screened based on a gray relational analysis-TOPSIS (GRA-TOPSIS). Finally, integrated multi-objective optimization of cab structure-connection-performance is carried out by an adaptive RBF neural network optimization method, and the optimal solution is determined by the GRA-TOPSIS method. Compared with the initial model, the mass of cab is reduced by 3.28% after optimization design. It provides guidance for the lightweight design of body.
引用
收藏
页数:17
相关论文
共 50 条
  • [21] Multi-objective optimization shift strategy for vehicle based on adaptive linear weighted sum method
    Wang, Liyong
    Huang, Xiaozan
    Wu, Jianpeng
    Zhang, Jinle
    Yang, Chengbing
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2025, 239 (05)
  • [22] Robust Dynamic Multi-Objective Vehicle Routing Optimization Method
    Guo, Yi-Nan
    Cheng, Jian
    Luo, Sha
    Gong, Dunwei
    Xue, Yu
    IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2018, 15 (06) : 1891 - 1903
  • [23] Hybrid multi-objective robust design optimization of a truck cab considering fatigue life
    Qiu, Na
    Jin, Zhiyang
    Liu, Jinyi
    Fu, Lirong
    Chen, Zhenbin
    Kim, Nam H.
    THIN-WALLED STRUCTURES, 2021, 162
  • [24] Multidisciplinary design optimization of vehicle body structure based on collaborative optimization and multi-objective genetic algorithm
    Wang P.
    Zheng S.
    Wu G.
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2011, 47 (02): : 102 - 108
  • [25] On the Performance of the PSP Method for Mixed-Variable Multi-Objective Design Optimization
    Khokhar, Zeeshan Omer
    Vahabzadeh, Hengameh
    Ziai, Amirreza
    Wang, G. Gary
    Menon, Carlo
    JOURNAL OF MECHANICAL DESIGN, 2010, 132 (07) : 0710091 - 07100911
  • [26] Multilayer functional structure design and multi-objective optimization
    Li, Bowen
    Zhang, Feng
    Jin, Peng
    MECHANICS BASED DESIGN OF STRUCTURES AND MACHINES, 2024, 52 (08) : 5836 - 5848
  • [27] Multi-objective Robust Optimization Design Method Based on Adaptive Incremental Kriging Model
    Tian Z.
    Zhi P.
    Yun G.
    Guo X.
    Guan Y.
    Zhongguo Jixie Gongcheng/China Mechanical Engineering, 2023, 34 (08): : 931 - 939
  • [28] Multi-objective Optimization for Materials Discovery via Adaptive Design
    Abhijith M. Gopakumar
    Prasanna V. Balachandran
    Dezhen Xue
    James E. Gubernatis
    Turab Lookman
    Scientific Reports, 8
  • [29] Multi-objective Optimization for Materials Discovery via Adaptive Design
    Gopakumar, Abhijith M.
    Balachandran, Prasanna V.
    Xue, Dezhen
    Gubernatis, James E.
    Lookman, Turab
    SCIENTIFIC REPORTS, 2018, 8
  • [30] Adaptive population structure learning in evolutionary multi-objective optimization
    Wang, Shuai
    Zhang, Hu
    Zhang, Yi
    Zhou, Aimin
    SOFT COMPUTING, 2020, 24 (13) : 10025 - 10042