Vehicle crash accident reconstruction based on the analysis 3D deformation of the auto-body

被引:39
|
作者
Zhang, Xiao-yun [1 ]
Jin, Xian-long [1 ]
Qi, Wen-guo [1 ]
Guo, Yi-zhi [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Mech Engn, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
crash; simulation; finite element method; neural networks; accident reconstruction;
D O I
10.1016/j.advengsoft.2007.05.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The objective of vehicle crash accident reconstruction is to investigate the pre-impact velocity. Elastic-plastic deformation of the vehicle and the collision objects are the important information produced during vehicle crash accidents, and the information can be fully utilized based on the finite element method (FEM), which has been widely used as simulation tools for crashworthiness analyses and structural optimization design. However, the FEM is not becoming popular in accident reconstruction because it needs lots of crash simulation cycles and the FE models ire getting bigger, which increases the simulation time and cost. The use of neural networks as global approximation tool in accident reconstruction is here investigated. Neural networks are used to map the relation between the initial crash parameter and deformation, which can reduce the simulation cycles apparently. The inputs and outputs of the artificial neural networks (ANN) for the training process are obtained by explicit finite element analyses performed by LS-DYNA. The procedure is applied to a typical traffic accident as a validation. The deformation of the key points oil the frontal longitudinal beam and the mudguard could be measured according to the simulation results. These results could be used to train the neural networks adapted back-propagation learning rule. The pre-impact velocity could be got by the trained neural networks, which can provide a scientific foundation for accident judgments and can be used for vehicle accidents without tire marks. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:459 / 465
页数:7
相关论文
共 50 条
  • [1] Virtual reconstruction of vehicle crash accident based on elastic-plastic deformation of auto-body
    Zhang, XY
    Jin, XL
    Qi, WG
    Sun, Y
    ADVANCES IN ENGINEERING PLASTICITY AND ITS APPLICATIONS, PTS 1 AND 2, 2004, 274-276 : 1017 - 1022
  • [2] Improvement design of the auto-body oriented to the virtual reconstruction results of the traffic accident
    Zhang Xiaoyun
    Jin Xianlong
    Guo Lei
    ICAT 2006: 16TH INTERNATIONAL CONFERENCE ON ARTIFICIAL REALITY AND TELEXISTENCE - WORSHOPS, PROCEEDINGS, 2006, : 180 - +
  • [3] Vehicle Crashworthiness Simulation Based on Virtual Design of Auto-body
    张晓云
    金先龙
    孙奕
    林忠钦
    周长英
    艾维全
    王仕达
    Journal of DongHua University, 2004, (02) : 63 - 68
  • [4] Acquisition and Analysis on 3D Deformation of Windshield Glass in Vehicle-pedestrian Accident
    Chen, Tao
    Wu, Shuai-jing
    Shang, Jian-wei
    Wei, Lang
    GREEN POWER, MATERIALS AND MANUFACTURING TECHNOLOGY AND APPLICATIONS, PTS 1 AND 2, 2011, 84-85 : 461 - 465
  • [5] Vehicle crash accident reconstruction based on fem and neural networks
    Zhang, Xiaoyun
    Jin, Xianlong
    Qi, Wenguo
    Hou, Xinyi
    Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering, 2007, 43 (03): : 143 - 147
  • [6] Auto-Body Structure Noise Analysis Based on Modal Analysis Method
    Wei, Zhongliang
    Chen, Minghui
    Xie, Fang
    Wang, Qun
    Ling, Liang
    Zheng, Sijuan
    Li, Li
    MAN-MACHINE-ENVIRONMENT SYSTEM ENGINEERING, MMESE, 2016, 406 : 311 - 320
  • [7] Analysis of Influencing Factors of Pedestrian-Vehicle Accident Reconstruction Based on Pc-Crash
    Li, Zhen
    Huang, Haibo
    Li, Dan
    Li, Pingfei
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND COMPUTING TECHNOLOGY, 2015, 30 : 1580 - 1584
  • [8] 3D Reconstruction of an Accident Site
    Kholodkov, K. I.
    Gukov, A. A.
    Scherbakov, V. M.
    Aleshin, I. M.
    Gukov, A. A.
    IZVESTIYA ATMOSPHERIC AND OCEANIC PHYSICS, 2024, 60 (08) : 963 - 969
  • [9] Detailed 3D Human Body Reconstruction From a Single Image Based on Mesh Deformation
    Zhang, Sizhuo
    Xiao, Nanfeng
    IEEE ACCESS, 2021, 9 : 8595 - 8603
  • [10] 3D reconstruction and analysis of the vertebral body line
    Lelong, P
    Olivier, G
    Makram-Ebeid, S
    Verdonck, B
    Breeuwer, M
    Nijlunsing, R
    Cheung, J
    Veldhuizen, A
    RESEARCH INTO SPINAL DEFORMITIES 3, 2002, 88 : 172 - 176