吉林大学学报(工学版) ›› 2017, Vol. 47 ›› Issue (1): 15-20.doi: 10.13229/j.cnki.jdxbgxb201701003

• Orginal Article • Previous Articles     Next Articles

Parameter identification for UniTire model based on hybrid optimization method

ZHANG Jia-xu1, 2, LI Jing1   

  1. 1.State Key Laboratory of Automotive Simulation and Control, Jilin University, Changchun 130022, China;
    2.R& D Center, China FAW Group Corporation, Changchun 130011, China;
  • Received:2015-09-09 Online:2017-01-20 Published:2017-01-20

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Abstract: A hybrid optimization method is proposed based Particle Swarm Optimization (PSO) algorithm and modified Gauss-Newton (S-N) algorithm, which is used for characteristic parameter identification of UniTire model under pure longitudinal slip and pure cornering conditions. Taking the full advantages of the two algorithms, the approximate solutions are identified first using the PSO algorithm, which is superior in global search; then, the optimal solutions of the parameters are obtained in the neighboring region of the approximate solutions by using the modified G-N algorithm, which is superior in local search. The results of residual analysis of the identified parameters show that the parameterized UniTire model with the identified results has high accuracy, and can meet the requirements to establish hardware in the loop simulation test environment for electric control unit of the vehicle chassis.

Key words: vehicle engineering, particle swarm optimization(PSO) algorithm, Gauss-Newton algorithm, UniTire model, parameters identification

CLC Number: 

  • U461.1
[1] 郭孔辉. 汽车操纵动力学原理[M]. 南京:江苏科学技术出版社,2011: 58-61.
[2] Gipser M. FTire, a new fast tire model for ride comfort simulations[C]∥ADAMS Users Conference, Berlin, 1999.
[3] Gim G, Nikravesh P E. An analytical model of pneumatic tyres for vehicle dynamic simulations(part 1:pure slips)[J]. International Journal of Vehicle Design, 1990, 11(6):589-618.
[4] Pacejka H B, Besselink I M. Magic formula tyre model with transient properties[J]. Vehicle System Dynamics, 1997, 27(Sup.): 239-249.
[5] 舒靖. 基于Excel Solver的轮胎模型参数辨识方法的研究[D]. 长春:吉林大学汽车工程学院,2009: 78-81.
Shu Jing. Research on the method of parameters identification for tire model based on Excel Solver[D]. Changchun: College of Automotive Engineering, Jilin University, 2009: 78-81.
[6] 田晶晶,阳冬波,李枭. 基于遗传算法的魔术公式轮胎模型参数辨识方法研究[J]. 汽车工程,2014(4):13-16.
Tian Jing-jing, Yang Dong-bo, Li Xiao. Study on the parameters identification method of magic formula tyre model based on genetic algorithm[J]. Automotive Engineering, 2014(4):13-16.
[7] Tan D R, Wang Y Y, Zhang L. Research on the parameter identification of LuGre tire model based on genetic algorithms[C]∥Proceeding of the International Conference on Intelligent Systems and Knowledge Engineering, Chengdu, 2007: 457-461.
[8] 王前,杨志坚,丁康. 基于新自适应差分进化算法的Magic Formula轮胎模型参数辨识方法[J]. 机械工程学报,2014,50(6): 120-128.
Wang Qian, Yang Zhi-jian, Ding Kang. Method in identifying the parameters of Magic Formula tire model based on new self-adaptive differential evolution[J]. Journal of Mechanical Engineering, 2014, 50(6): 120-128.
[9] Smail M K, Bouchekara H R E H, Pichon L, et al. Diagnosis of wiring networks using particle swarm optimization and genetic algorithm[J]. Computers and Electrical Engineering, 2014, 40(7):2236-2245.
[10] Guo K H, Lu D. UniTire: unified tire model for vehicle dynamic simulation[J]. Vehicle System Dynamics, 2007, 45(Sup.): 79-99.
[11] Rajeshwar S K, Jason C H C, Shankar B L, et al. Application of particle swarm intelligence algorithms in supply chain network architecture optimization[J]. Expert Systems with Applications, 2012,39(11):10160-10176.
[12] Zhang Y Z, Yan Y S, Hu Z A. Optimization model and particle swarm optimization algorithm of operation plan for scheduled freight train[J]. Information Technology Journal, 2013, 12(8): 1539-1546.
[13] 陈普敏,韩善鹏,李鸿英,等. Gauss-Newton法在多元泰勒分散法实验中的应用[J]. 计算机与应用化学,2014,31(9): 1047-1050.
Chen Pu-min, Han Shan-peng, Li Hong-ying, et al. Application of Gauss-Newton method in multi-component taylor dispersion experiment[J]. Computers and Applied Chemistry, 2014, 31(9): 1047-1050.
[14] Liu F, Li J, Wang H F, et al. An improved quaternion Gauss-Newton algorithm for attitude determination using magnetometer and accelerometer[J]. Chinese Journal of Aeronautics, 2014, 27(4): 986-993.
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