Multi-objective optimization design of a battery pack system for crashworthiness and lightweight based on a submodel and hybrid weighting method

被引:1
作者
Lian, Fengmin [1 ]
Wang, Dengfeng [1 ]
Xu, Wenchao [1 ]
Zhang, Xiaopeng [1 ]
Kong, Dewen [1 ]
Huang, Lina [1 ]
机构
[1] Jilin Univ, Coll Automot Engn Changchun, Nanling Campus, Changchun, Peoples R China
关键词
Submodel; hybrid weighting method; battery pack system; crashworthiness; multi-objective optimization design; LITHIUM-ION BATTERIES; FINITE-ELEMENT SIMULATION; SHORT-CIRCUIT; DEFORMATION; CELLS;
D O I
10.1080/0305215X.2024.2417199
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The research focuses on optimizing battery pack systems (BPSs) for crashworthiness and lightweight design in electric vehicles. Traditional methods have high computing costs and do not account for the battery cell's failure criterion. This study uses a submodel and hybrid weighting for multi-objective design. It starts with the finite element model of a single cell, validates it and then builds a BPS model with a submodel for key areas. The optimal Latin hypercube sampling technique is used to sample the design space, and a kriging surrogate model and multi-objective particle swarm algorithm are used to find the Pareto solution. The compromise solution is selected using the analytic hierarchy process-Entropy-VIKOR method, considering the maximum principal strain of the cell. This approach cuts the computation time by 56.2% and offers a practical solution for BPS design by utilizing the load-bearing ability of the BPS.
引用
收藏
页数:19
相关论文
共 48 条
[1]   Finite Element Analysis of the Mechanical Response for Cylindrical Lithium-Ion Batteries with the Double-Layer Windings [J].
Ahn, Young Ju .
ENERGIES, 2024, 17 (14)
[2]   Lessons from the Electric Vehicle Crashworthiness Leading to Battery Fire [J].
Chombo, Pius Victor ;
Laoonual, Yossapong ;
Wongwises, Somchai .
ENERGIES, 2021, 14 (16)
[3]   Failure in lithium-ion batteries under transverse indentation loading [J].
Chung, Seung Hyun ;
Tancogne-Dejean, Thomas ;
Zhu, Juner ;
Luo, Hailing ;
Wierzbicki, Tomasz .
JOURNAL OF POWER SOURCES, 2018, 389 :148-159
[4]  
Coello CAC, 2002, IEEE C EVOL COMPUTAT, P1051, DOI 10.1109/CEC.2002.1004388
[5]   Model-Based Design of an Electric Bus Lithium-Ion Battery Pack [J].
Gilaki, Mehdi ;
Walsh, Robert ;
Sahraei, Elham .
JOURNAL OF ELECTROCHEMICAL ENERGY CONVERSION AND STORAGE, 2021, 18 (02)
[6]   Mechanical testing and macro-mechanical finite element simulation of the deformation, fracture, and short circuit initiation of cylindrical Lithium ion battery cells [J].
Greve, Lars ;
Fehrenbach, Clemens .
JOURNAL OF POWER SOURCES, 2012, 214 :377-385
[7]   Multi-objective optimization design of power pack structures based on floating projection topology optimization [J].
Huang, Dengfeng ;
Zhou, Shunshun ;
Yan, Xiaolei .
ENGINEERING OPTIMIZATION, 2025, 57 (02) :361-383
[8]   Mechanism of failure behaviour and analysis of 18650 lithium-ion battery under dynamic loadings [J].
Huang, Jiaqi ;
Shen, Weixiang ;
Lu, Guoxing .
ENGINEERING FAILURE ANALYSIS, 2023, 153
[9]   Development of a Homogenized Finite Element Model for Pouch Lithium-Ion Battery Cells Considering Porosity and Pressure Sensitivity [J].
Jeong, Hyun-Yong ;
Park, Jinwoo .
ENERGIES, 2024, 17 (05)
[10]  
Kennedy J., 1995, 1995 IEEE International Conference on Neural Networks Proceedings (Cat. No.95CH35828), P1942, DOI 10.1109/ICNN.1995.488968