Automotive shape optimization using the radial basis function model based on a parametric surface grid

被引:16
|
作者
Hu, Xingjun [1 ]
Yang, Bo [1 ]
Lei, Yulong [2 ]
Wang, Jingyu [2 ]
Li, Xiucheng [2 ]
Liao, Lei [2 ]
Xu, Ting [2 ]
机构
[1] Jilin Univ, State Key Lab Automobile Simulat & Control, Room 512,Bldg Energy & Power,5988 Renmin St, Changchun 130022, Peoples R China
[2] Jilin Univ, Coll Automot Engn, Changchun, Peoples R China
基金
中国国家自然科学基金;
关键词
Vehicle aerodynamics; shape optimization; radial basis function model; mesh morphing; multi-objective optimization;
D O I
10.1177/0954407015624042
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
By optimizing the aerodynamic shape parameters, the aerodynamic performance of the vehicle becomes better as the aerodynamic drag decreases. The driving stability also becomes better as the aerodynamic lift decreases. This research presents aerodynamic shape optimization which employs the multi-variable parametric model and the iterative optimal approach to reduce the aerodynamic drag and the aerodynamic lift. For aerodynamic studies with computational fluid dynamics simulations, a parametric surface grid model was used to morph and enhance the mesh quality by linear deformation of the exterior surfaces. This method employed the radial basis function model, and integrated optimization with multi-software provides excellent morphing ability and reasonable optimal designs. In this paper, the process of aerodynamic optimization for a vehicle body is divided into two phases. The first phase is two-dimensional body optimization aimed at a global search, and the second phase aims at a local approximation by running three-dimensional body optimization. The iterative optimal approach can optimize efficiently the aerodynamic characteristics with a reduction in the aerodynamic drag of 13.23% and a marked improvement in the aerodynamic lift. Sensitivity analysis of the design parameters demonstrated that the hood angle is the major factor in the aerodynamic drag coefficient C-D. For the aerodynamic lift coefficient C-L, the trunk lid angle is the major factor. In addition, the angle of the windshield and the angle of the side window have small influences on C-L. The results obtained are accurate reference values for application in automotive engineering.
引用
收藏
页码:1808 / 1821
页数:14
相关论文
共 50 条
  • [1] Parametric shape and topology optimization with radial basis functions
    Wang, Michael Yu
    Wang, Shengyin
    IUTAM SYMPOSIUM ON TOPOLOGICAL DESIGN OPTIMIZATION OF STRUCTURES, MACHINES AND MATERIALS: STATUS AND PERSPECTIVES, 2006, 137 : 13 - +
  • [2] Radial basis function-based shape optimization of centrifugal impeller using sequential sampling
    Khalfallah, Smail
    Ghenaiet, Adel
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2015, 229 (04) : 648 - 665
  • [3] OPTIMIZATION OF THE AUTOMOTIVE AIR CONDITIONING SYSTEM USING RADIAL BASIS FUNCTION NEURAL NETWORK
    Fan, Pingqing
    Ma, Xipei
    Chen, Yong
    Yuan, Tao
    Liu, Tianhong
    THERMAL SCIENCE, 2022, 26 (4B): : 3477 - 3489
  • [4] Grid-to-place cells model based on radial basis function network
    Zhou, Yang
    Wu, De-wei
    ELECTRONICS LETTERS, 2017, 53 (03) : 200 - 201
  • [5] A Level Set Method for Structural Shape and Topology Optimization using Radial Basis Function
    Gu, Tao
    Li, Hao
    Zhang, Li
    Gao, Liang
    PROCEEDINGS OF THE 2014 IEEE 18TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), 2014, : 408 - 413
  • [6] Parametric Shape and Topology Optimization with Radial Basis Functions and Partition of Unity Method
    Ho, Hon Shan
    Lui, Bonnie
    Xing, X. H.
    Wang, Michael Yu
    ISCM II AND EPMESC XII, PTS 1 AND 2, 2010, 1233 : 276 - 281
  • [7] An optimization method based on radial basis function
    Ishikawa, T
    Matsunami, M
    IEEE TRANSACTIONS ON MAGNETICS, 1997, 33 (02) : 1868 - 1871
  • [8] Global and local optimization using radial basis function response surface models
    McDonald, Dale B.
    Grantham, Walter J.
    Tabor, Wayne L.
    Murphy, Michael J.
    APPLIED MATHEMATICAL MODELLING, 2007, 31 (10) : 2095 - 2110
  • [9] Shape preserving surface reconstruction using locally anisotropic radial basis function interpolants
    Casciola, G.
    Lazzaro, D.
    Montefusco, L. B.
    Morigi, S.
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2006, 51 (08) : 1185 - 1198
  • [10] Optimization of the bistable mechanism properties based on radial basis function agent model
    Liu, Min
    Wang, Weidong
    Huo, Zimin
    Dong, Siyan
    Zhu, Yingmin
    Zhang, Haiyan
    2021 IEEE INTERNATIONAL CONFERENCE ON MANIPULATION, MANUFACTURING AND MEASUREMENT ON THE NANOSCALE (3M-NANO), 2021, : 35 - 38