Controlling and optimization of vehicle based on genetic algorithm method while encountering an emergency collision avoidance

被引:0
作者
Wang, Wei [1 ]
Zhao, You-qun [1 ]
Yang, Hui [1 ]
Chen, Yue-qiao [1 ]
Yang, Wen-tao [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Energy & Power Engn, Nanjing 210016, Jiangsu, Peoples R China
基金
美国国家科学基金会;
关键词
genetic algorithm; nonlinear; emergency avoidance; steering control; parameter optimization;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In consideration of the nonlinear tire lateral deviation, a nonlinear two degrees of freedom model is established in Matlab/Simulink, which can be used for emergency avoidance steering. The correctness of the model is verified by real vehicle test. Based on vehicle handling stability evaluation and single neuron self-adaptive Proportional-Integral-Differential control theory, a control algorithm to make vehicle move along the given single route with different speed is proposed. And the result of experiment is good. Next, taking advantage of multi-island genetic algorithm, an optimal control system is achieved to optimize the controlling parameters. The same experiment is carried out again with the optimized system. The results show that the optimized control algorithm is more accurate than the previous one. And it also has good robustness and self-adaption.
引用
收藏
页码:623 / 632
页数:10
相关论文
共 16 条
[1]  
Darguzis A, 2011, J VIBROENG, V13, P536
[2]  
Ghaffari A, 2011, IEEE INT C CONTR SYS, P156
[3]  
HAGENAARS HL, 2004, IEEE INT C CONTR APP, P878
[4]   Optimum vehicle trajectory control for obstacle avoidance problem [J].
Hattori, Yoshikazu ;
Ono, Eiichi ;
Hosoe, Shigeyuki .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2006, 11 (05) :507-512
[5]   Car-following theory of steady-state traffic flow using time-to-collision [J].
Jin, Sheng ;
Huang, Zhi-yi ;
Tao, Peng-fei ;
Wang, Dian-hai .
JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2011, 12 (08) :645-654
[6]  
Konghui G., 2005, VEHICLE SYSTEM DYNAM, V43, P341
[7]  
Konghui G., 2011, SAE INT J COMMERCIAL, V4, P84
[8]  
Konghui G., 2005, VEHICLE SYSTEM DYNAM, V43, P329
[9]  
Kurzhanski A. B., 2004, 6th IFAC Symposium on Nonlinear Control Systems (NOLCOS 2004), P20
[10]  
Mas A., 2011, ADV TRANSPORTATION S, P149