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

被引:40
|
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
  • [31] 3D analysis and computer assisted reconstruction for scaphoid non-union
    Nagy, Ladislav
    HANDCHIRURGIE MIKROCHIRURGIE PLASTISCHE CHIRURGIE, 2020, 52 (05) : 435 - 440
  • [32] Medical image segmentation and reconstruction of prostate tumor based on 3D AlexNet
    Chen, Jun
    Wan, Zhechao
    Zhang, Jiacheng
    Li, Wenhua
    Chen, Yanbing
    Li, Yuebing
    Duan, Yue
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2021, 200
  • [33] A Brief Simulation Method for Coded Structured Light Based 3D Reconstruction
    Wang, Nianfeng
    Xie, Weiyong
    Zhong, Kaifan
    Zhang, Xianmin
    INTELLIGENT ROBOTICS AND APPLICATIONS, 2020, 12595 : 480 - 488
  • [34] An integrated 3D fracture network reconstruction method based on microseismic events
    Liu, Xing
    Jin, Yan
    Lin, Botao
    Zhang, Qixing
    Wei, Shiming
    JOURNAL OF NATURAL GAS SCIENCE AND ENGINEERING, 2021, 95
  • [35] 3D reconstruction and simulation for raceway groove of bearings based on structured light
    Wu, QH
    Li, W
    Wu, WJ
    Zhong, M
    He, T
    Zhong, YI
    2ND INTERNATIONAL SYMPOSIUM ON ADVANCED OPTICAL MANUFACTURING AND TESTING TECHNOLOGIES: OPTICAL TEST AND MEASUREMENT TECHNOLOGY AND EQUIPMENT, PTS 1 AND 2, 2006, 6150
  • [36] Experimental method for internal deformation measurement of 3D solids with embedded cracks based on 3D printing and digital speckle techniques
    Ju, Yang
    Wang, Yating
    Mao, Lingtao
    Ren, Zhangyu
    Qiao, Qing
    OPTICS AND LASERS IN ENGINEERING, 2025, 184
  • [37] body2vec: 3D Point Cloud Reconstruction for Precise Anthropometry with Handheld Devices
    Alexandra Trujillo-Jimenez, Magda
    Navarro, Pablo
    Pazos, Bruno
    Morales, Leonardo
    Ramallo, Virginia
    Paschetta, Carolina
    De Azevedo, Soledad
    Ruderman, Anahl
    Perez, Orlando
    Delrieux, Claudio
    Gonzalez-Jose, Rolando
    JOURNAL OF IMAGING, 2020, 6 (09)
  • [38] Dynamic elastic-plastic analysis of 3D deformation in abrasive waterjet machining
    Hassan, AI
    Kosmol, J
    JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2001, 113 (1-3) : 337 - 341
  • [39] Motion characteristics of rockfall by combining field experiments and 3D discontinuous deformation analysis
    Ma, Ke
    Liu, Guoyang
    Xu, Nuwen
    Zhang, Zhenghu
    Feng, Bo
    INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 2021, 138
  • [40] Finite element analysis on global and local deformation behavior of 3D spacer fabric
    Zhang, Yuan
    Hu, Hong
    Kyosev, Yordan
    Liu, Yanping
    TEXTILE RESEARCH JOURNAL, 2023, 93 (21-22) : 4832 - 4846