A Comparative Study of Vision-Based Lateral Control Strategies for Autonomous Highway Driving

With the increasing speeds of modern microprocessors, it has become ever more common for computer-vision algorithms to find application in real-time control tasks. In this paper, we present an analysis of the problem of steering an autonomous vehicle along a highway based on the images obtained from a CCD camera mounted in the vehicle. We explore the effects of changing various important system parameters like the vehicle velocity, the look-ahead range of the vision sensor, and the processing delay associated with the perception and control systems. We also present the results of a series of experiments that were designed to provide a systematic comparison of a number of control strategies. The control strategies that were explored include a lead-lag control law, a full-state linear controller, and an input-output linearizing control law. Each of these control strategies was implemented and tested at highway speeds on our experimental vehicle platform, a Honda Accord LX sedan.

[1]  Arthur Gelb,et al.  Applied Optimal Estimation , 1974 .

[2]  A. Isidori Nonlinear Control Systems , 1985 .

[3]  Yoshiaki Shirai,et al.  Three-Dimensional Computer Vision , 1987, Symbolic Computation.

[4]  Martial Hebert,et al.  Vision and navigation for the Carnegie-Mellon Navlab , 1988 .

[5]  Charles E. Thorpe,et al.  Vision and Navigation , 1990 .

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

[7]  Masayoshi Tomizuka,et al.  Vehicle Lateral Control for Highway Automation , 1990, 1990 American Control Conference.

[8]  Patrick Rives,et al.  A new approach to visual servoing in robotics , 1992, IEEE Trans. Robotics Autom..

[9]  Ernst D. Dickmanns,et al.  Recursive 3-D Road and Relative Ego-State Recognition , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  Daniel Raviv,et al.  Nonreconstruction approach for road following , 1992, Other Conferences.

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

[12]  Umit Ozguner,et al.  An analytical study of vehicle steering control , 1995, Proceedings of International Conference on Control Applications.

[13]  Dean A. Pomerleau,et al.  RALPH: rapidly adapting lateral position handler , 1995, Proceedings of the Intelligent Vehicles '95. Symposium.

[14]  Michael Land,et al.  Which parts of the road guide steering? , 1995, Nature.

[15]  Jürgen Guldner,et al.  ANALYSIS OF AUTOMATIC STEERING CONTROL FOR HIGHWAY VEHICLES WITH LOOK-DOWN LATERAL REFERENCE SYSTEMS , 1996 .

[16]  Massimo Bertozzi,et al.  Vision-Based Vehicle Guidance , 1997, Computer.

[17]  Umit Ozguner,et al.  Steering and lane change: a working system , 1997, Proceedings of Conference on Intelligent Transportation Systems.

[18]  Henry Schneiderman,et al.  Minimalist Vision for Navigation , 1998 .