Optimization of Vehicle-to-Vehicle Frontal Crash Model Based on Measured Data Using Genetic Algorithm

被引:24
作者
Munyazikwiye, Bernard B. [1 ]
Karimi, Hamid Reza [2 ]
Robbersmyr, Kjell G. [1 ]
机构
[1] Univ Agder, Dept Engn, N-4879 Grimstad, Norway
[2] Politecn Milan, Dept Mech Engn, I-20156 Milan, Italy
来源
IEEE ACCESS | 2017年 / 5卷
关键词
Modeling; vehicle-to-vehicle crash; parameters estimation; genetic algorithm; OCCUPANT; PARAMETERS;
D O I
10.1109/ACCESS.2017.2671357
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a mathematical model for vehicle-to-vehicle frontal crash is developed. The experimental data are taken from the National Highway Traffic Safety Administration. To model the crash scenario, the two vehicles are represented by two masses moving in opposite directions. The front structures of the vehicles are modeled by Kelvin elements, consisting of springs and dampers in parallel, and estimated as piecewise linear functions of displacements and velocities, respectively. To estimate and optimize the model parameters, a genetic algorithm approach is proposed. Finally, it is observed that the developed model can accurately reproduce the real kinematic results from the crash test.
引用
收藏
页码:3131 / 3138
页数:8
相关论文
共 24 条
  • [1] Alnaqi AA, 2011, JORDAN J MECH IND EN, V5, P39
  • [2] [Anonymous], QUER VEH CRASH TEST
  • [3] Identification of validated multibody vehicle models for crash analysis using a hybrid optimization procedure
    Carvalho, Marta
    Ambrosio, Jorge
    Eberhard, Peter
    [J]. STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2011, 44 (01) : 85 - 97
  • [4] Huang Matthew., 2002, VEHICLE CRASH MECH
  • [5] Signal reconstruction, modeling and simulation of a vehicle full-scale crash test based on Morlet wavelets
    Karimi, Hamid Reza
    Pawlus, Witold
    Robbersmyr, Kjell G.
    [J]. NEUROCOMPUTING, 2012, 93 : 88 - 99
  • [6] Firefly Optimization and Mathematical Modeling of a Vehicle Crash Test Based on Single-Mass
    Klausen, Andreas
    Tordal, Sondre Sanden
    Karimi, Hamid Reza
    Robbersmyr, Kjell G.
    Jecmenica, Mladen
    Melteig, Ole
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [7] Calculation of vehicle-lumped model parameters considering occupant deceleration in frontal crash
    Marzbanrad, Javad
    Pahlavani, Mostafa
    [J]. INTERNATIONAL JOURNAL OF CRASHWORTHINESS, 2011, 16 (04) : 439 - 455
  • [8] A state-space approach to mathematical modeling and parameters identification of vehicle frontal crash
    Munyazikwiye, Bernard B.
    Robbersmyr, Kjell G.
    Karimi, Hamid Reza
    [J]. SYSTEMS SCIENCE & CONTROL ENGINEERING, 2014, 2 (01): : 351 - 361
  • [9] A Mathematical Model for Vehicle-Occupant Frontal Crash using Genetic Algorithm
    Munyazikwiye, Bernard B.
    Karimi, Hamid Reza
    Robbersmyr, Kjell G.
    [J]. 2016 UKSIM-AMSS 18TH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION (UKSIM), 2016, : 141 - 146
  • [10] Munyazikwiye BB, 2015, 2015 INTERNATIONAL CONFERENCE ON FUZZY THEORY AND ITS APPLICATIONS (IFUZZY), P44, DOI 10.1109/iFUZZY.2015.7391892