Multi-Objective Evolutionary Design of an Electric Vehicle Chassis

被引:7
|
作者
Luque, Pablo [1 ]
Mantaras, Daniel A. [1 ]
Maradona, Alvaro [1 ]
Roces, Jorge [1 ]
Sanchez, Luciano [2 ]
Castejon, Luis [3 ]
Malon, Hugo [3 ]
机构
[1] Univ Oviedo, Dept Transportat Engn, Gijon 33203, Spain
[2] Univ Oviedo, Dept Comp Sci, Gijon 33203, Spain
[3] Univ Zaragoza, Dept Mech Engn, Zaragoza 50018, Spain
关键词
chassis optimization; electric vehicle (EV); energy consumption; genetic algorithm; electric powertrain; ENERGY-CONSUMPTION; OPTIMIZATION; HYBRID;
D O I
10.3390/s20133633
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
An iterative algorithm is proposed for determining the optimal chassis design of an electric vehicle, given a path and a reference time. The proposed algorithm balances the capacity of the battery pack and the dynamic properties of the chassis, seeking to optimize the tradeoff between the mass of the vehicle, its energy consumption, and the travel time. The design variables of the chassis include geometrical and inertial values, as well as the characteristics of the powertrain. The optimization is constrained by the slopes, curves, grip, and posted speeds of the different sections of the track. Particular service constraints are also considered, such as limiting accelerations due to passenger comfort or cargo safety. This methodology is applicable to any vehicle whose route and travel time are known in advance, such as delivery vehicles, buses, and race cars, and has been validated using telemetry data from an internal combustion rear-wheel drive race car designed for hill climb competitions. The implementation of the proposed methodology allows to reduce the weight of the battery pack by up to 20%, compared to traditional design methods.
引用
收藏
页码:1 / 21
页数:22
相关论文
共 50 条
  • [1] Multi-objective optimization of chassis integrated system for electric wheel vehicle
    Zhao, Wanzhong
    Yang, Zunsi
    Wang, Chunyan
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2019, 233 (01) : 7 - 17
  • [2] Crashworthiness-based multi-objective integrated optimization of electric vehicle chassis frame
    Wang, Shuang
    Wang, Dengfeng
    [J]. ARCHIVES OF CIVIL AND MECHANICAL ENGINEERING, 2021, 21 (03)
  • [3] Crashworthiness-based multi-objective integrated optimization of electric vehicle chassis frame
    Shuang Wang
    Dengfeng Wang
    [J]. Archives of Civil and Mechanical Engineering, 21
  • [4] A multi-objective evolutionary approach for the electric vehicle charging stations problem
    Zapotecas-Martinez, Saul
    Armas, Rolando
    Garcia-Najera, Abel
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2024, 240
  • [5] Multi-objective optimization design of electric vehicle converters based on ε-γ-σ
    Luo, Xu
    Wang, Xuemei
    Wu, Haiping
    [J]. 2018 IEEE 18TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (PEMC), 2018, : 274 - 279
  • [6] Multi-objective Parameter Optimization of a Series Hybrid Electric Vehicle Using Evolutionary Algorithms
    Zhang, Bingzhan
    Chen, Zhihang
    Mi, Chris
    Murphey, Yi L.
    [J]. 2009 IEEE VEHICLE POWER AND PROPULSION CONFERENCE, VOLS 1-3, 2009, : 819 - 823
  • [7] Equitable Multi-Objective Optimization Applied to the Design of a Hybrid Electric Vehicle Battery
    Dandurand, Brian
    Guarneri, Paolo
    Fadel, Georges
    Wiecek, Margaret M.
    [J]. JOURNAL OF MECHANICAL DESIGN, 2013, 135 (04)
  • [8] Multi-objective optimization design for a battery pack of electric vehicle with surrogate models
    Lin, Cheng
    Gao, Fengling
    Wang, Wenwei
    Chen, Xiaokai
    [J]. JOURNAL OF VIBROENGINEERING, 2016, 18 (04) : 2343 - 2358
  • [9] Inverse multi-objective robust evolutionary design
    Lim D.
    Ong Y.-S.
    Jin Y.
    Sendhoff B.
    Lee B.S.
    [J]. Genetic Programming and Evolvable Machines, 2006, 7 (4) : 383 - 404
  • [10] Multi-objective evolutionary Topological Optimum Design
    Hamda, H
    Roudenko, O
    Schoenauer, M
    [J]. ADAPTIVE COMPUTING IN DESIGN AND MANUFACTURE V, 2002, : 121 - 132