吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (增刊1): 514-520.

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Neural network modeling of ideal characteristics reference model for "car adaption for driver" X-by-wire vehicle

ZONG Chang-fu1, LIN Na1, LI Gang1, ZHANG Ze-xing1, CHENG Wei1, ZHENG Hong-yu1, LIU Ming-hui1,2   

  1. 1. State Key Laboratory of Automotive Simulation and Control, Jilin University, Changchun 130022, China;
    2. China Faw Group Corporation R&D Center, Changchun 130011, China
  • Received:2012-05-09 Published:2013-06-01

Abstract:

This paper studied on the neural network modeling of X-by-wire vehicle ideal characteristics reference model to achieve "car adaption for driver", which are achieved by integrating the X-by-wire systems. The driver characteristics were classified and the control principle of car ideal characteristics was given. The car driving simulator experiment was designed and the neural network modeling for the ideal characteristics reference model was studied. The accuracy of model, degree of reflecting characteristics and real-time of model were verified by experiments. The results show that the reference model with ideal characteristics has high precision, real-time and can reflect different driving characteristics, so the method is feasible.

Key words: vehicle engineering, X-by-wire vehicle, integrated control, car adaption for driver, ideal characteristics reference model, neural network modeling

CLC Number: 

  • U463.1

[1] 王畅.基于隐形马尔科夫模型的驾驶员意图辨识方法研究[D].长春:吉林大学汽车工程学院,2011. Wang Chang. Research on driving intention identification based on hidden Markov model[D]. Chang Chun: College Automotive Engineering, Jilin University, 2011.

[2] Seungwuk Moon, Wanki Cho, Kyongsu Yi. Intelligent vehicle safety control strategy in various driving situations[J].Vehicle System Dynamics, 2010, 48: 537-554.

[3] Filev D, Lu J B, Asante K P, et al. Real-time driving behavior identification based on driver-in-the-loop vehicle dynamics and control[C]//Proceedings of the 2009 IEEE International Conference on Systems, Man, and Cybernetics, San Antonio TX USA, 2009.

[4] Lu Jian-bo, Filev Dimitar, Prakah-Asante Kwaku, et al. From vehicle stability control to intelligent personal minder: real-time vehicle handling limit warning and driver style characterization[C]//Computational Intelligence in Vehicles and Vehicular Systems, 2009.

[5] Lu Jian-bo. Modern vehicle dynamics and controls for automotive adaptation, personalization and safety.The International Forum on Advanced Vehicle Technologies and Integration(VTI),Changchun China, 2011.

[6] Ye Jian, Ge Lin-dong, Wu Yue-xian. An application of improved RBF neural network in modulation recognition[J]. Acta Automatica Sinica,2007,33(6):652-654.

[7] 宗长富,郑宏宇,田承伟,等. 线控转向稳态增益与动态反馈校正控制算法[J].汽车工程,2007,29(8):686-691. Zong Chang-fu, Zheng Hong-yu, Tian Cheng-wei, et al. Steady-state gain and dynamic feedback correction algorithm for steer-by-wire[J]. Automotive Engineering, 2007, 29(8):686-691.

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