Generalized driver steering model based on similarities in visual-based and optimal preview controls

The paper tackles a problem of modeling a vehicle lateral control performed by human driver. Nowadays, the modeling of driver behavior is a frequently suggested research topic and a lot of different models exist. Here, the steering control models, available in literature are presented and discussed. The similarities in different models are shown and a generalized model is proposed, merging the major different models into the same mathematical structure. Finally, the correspondence of a model is validated using real drivers data collected on a driving simulator.

[1]  Makoto Itoh,et al.  Effectiveness and driver acceptance of a semi-autonomous forward obstacle collision avoidance system. , 2013, Applied ergonomics.

[2]  Han-Shue Tan,et al.  Experimental Development of a New Target and Control Driver Steering Model Based on DLC Test Data , 2012, IEEE Transactions on Intelligent Transportation Systems.

[3]  A. Modjtahedzadeh,et al.  A control theoretic model of driver steering behavior , 1990, IEEE Control Systems Magazine.

[4]  Jin Wang,et al.  Lane keeping based on location technology , 2005, IEEE Transactions on Intelligent Transportation Systems.

[5]  Philippe Chevrel,et al.  A sensorimotor driver model for steering control , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[6]  Meng Wang,et al.  Driver assistance systems modeling by model predictive control , 2012, 2012 15th International IEEE Conference on Intelligent Transportation Systems.

[7]  Weiwen Deng,et al.  An intelligent driver model with trajectory planning , 2012, 2012 15th International IEEE Conference on Intelligent Transportation Systems.

[8]  Byungkyu Park,et al.  The effect of age, gender and roadway environment on the acceptance and effectiveness of Advanced Driver Assistance Systems , 2015 .

[9]  First A. Gao Zhenhai,et al.  Optimal preview trajectory decision model of lane-keeping system with driver behavior simulation and Artificial Potential Field , 2009 .

[10]  D.M. Bevly,et al.  Harmonic potential field path planning for high speed vehicles , 2008, 2008 American Control Conference.

[11]  Bin Yang,et al.  Identification and validation of lateral driver models on experimentally induced driving behavior , 2012, 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[12]  John Collura,et al.  Towards a Social Psychology-based Microscopic Model of Driver Behavior and Decision-making: Modifying Lewin's Field Theory , 2014, ANT/SEIT.

[13]  Charles C. MacAdam,et al.  Application of an Optimal Preview Control for Simulation of Closed-Loop Automobile Driving , 1981, IEEE Transactions on Systems, Man, and Cybernetics.

[14]  D. French,et al.  Decision-making style, driving style, and self-reported involvement in road traffic accidents. , 1993, Ergonomics.

[15]  David H. Weir,et al.  Dynamics of driver vehicle steering control , 1970 .

[16]  Mario Milanese,et al.  Combined Automatic Lane-Keeping and Driver's Steering Through a 2-DOF Control Strategy , 2009, IEEE Transactions on Control Systems Technology.

[17]  John D. Lee,et al.  Warn me now or inform me later: Drivers' acceptance of real-time and post-drive distraction mitigation systems , 2012, Int. J. Hum. Comput. Stud..

[18]  Xavier Moreau,et al.  Fractional Modeling of Driver’s Dynamics. Part2: Set Membership Approach for Steering Feel and Visual Feedback , 2014 .

[19]  John A. Michon,et al.  A critical view of driver behavior models: What do we know , 1985 .

[20]  Rob Gray,et al.  A Two-Point Visual Control Model of Steering , 2004, Perception.

[21]  Xavier Moreau,et al.  Fractional Modeling of Driver’s Dynamics. Part 1: Passive Feedback and Steering Wheel/Hand Link , 2014 .

[22]  Gregor Schöner,et al.  Naturalistic lane-keeping based on human driver data , 2013, 2013 IEEE Intelligent Vehicles Symposium (IV).

[23]  Wilfried Enkelmann,et al.  A video-based lane keeping assistant , 2000, Proceedings of the IEEE Intelligent Vehicles Symposium 2000 (Cat. No.00TH8511).

[24]  Bing-Fei Wu,et al.  The Heterogeneous Systems Integration Design and Implementation for Lane Keeping on a Vehicle , 2008, IEEE Transactions on Intelligent Transportation Systems.