Optimal two-point visual driver model and controller development for driver-assist systems for semi-autonomous vehicles

In the research of vehicle autonomy, including the development of driver-assist systems (DAS), one important design objective is the vehicle's lateral stability during lane-tracking. This paper adopts the well-known two-point visual model to characterize the steering behavior of the driver, and investigates the optimal driver model parameters that minimize the H2-norm of the closed-loop system. A previous study has shown that a controller based on linear multi-variable output regulator theory (ORT) has good performance and robustness characteristics during typical lane-tracking maneuvers. This paper provides limits of performance by optimizing the driver model parameters (i.e., estimating the “ideal” driver). Numerical simulations illustrate the results.

[1]  B. Francis The linear multivariable regulator problem , 1976, 1976 IEEE Conference on Decision and Control including the 15th Symposium on Adaptive Processes.

[2]  Edmund Donges,et al.  A Two-Level Model of Driver Steering Behavior , 1978 .

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

[4]  Chouki Sentouh,et al.  Cooperative Steering Assist Control System , 2013, 2013 IEEE International Conference on Systems, Man, and Cybernetics.

[5]  Panagiotis Tsiotras,et al.  Design of a lane-tracking driver steering assist system and its interaction with a two-point visual driver model , 2014, 2014 American Control Conference.

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

[7]  Francesco Borrelli,et al.  Robust Predictive Control for semi-autonomous vehicles with an uncertain driver model , 2013, 2013 IEEE Intelligent Vehicles Symposium (IV).

[8]  Michael Flad,et al.  Individual Driver Modeling via Optimal Selection of Steering Primitives , 2014 .

[9]  Robert J. Miller,et al.  USING PARAMETER OPTIMIZATION TO CHARACTERIZE DRIVER'S PERFORMANCE IN REAR END DRIVING SCENARIOS , 2003 .

[10]  Duane T. McRuer HUMAN PILOT DYNAMICS IN COMPENSATORY SYSTEMS , 1965 .

[11]  David H. Weir,et al.  Measurement and interpretation of driver steering behavior and performance , 1973 .

[12]  Duane T. McRuer,et al.  A Review of Quasi-Linear Pilot Models , 1967 .

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

[15]  Shinichiro Horiuchi,et al.  An Analytical Approach to the Prediction of Handling Qualities of Vehicles With Advanced Steering Control System Using Multi-Input Driver Model , 2000 .

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

[17]  Qin Yu,et al.  Artificial neural network modelling of driver handling behaviour in a driver-vehicle-environment system , 2005 .

[18]  Hendrik Neumann,et al.  The Two-Point Visual Control Model of Steering - New Empirical Evidence , 2011, HCI.

[19]  David N. Lee,et al.  Where we look when we steer , 1994, Nature.

[20]  Francesco Borrelli,et al.  Semi-Autonomous Vehicle Control for Road Departure and Obstacle Avoidance , 2012 .

[21]  Ichiro Kageyama,et al.  ON A NEW DRIVER MODEL WITH FUZZY CONTROL , 1992 .

[22]  Gregor Schöner,et al.  Investigating Human Lane Keeping through a Simulated Driver , 2012 .