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Explicit Path Tracking by Autonomous Vehicles

Published online by Cambridge University Press:  09 March 2009

Dong Hun Shin
Affiliation:
Robotics Institute, Carnegie Mellon University, Pittsburgh, Pa 15213 (USA)
Sanjiv Singh
Affiliation:
Robotics Institute, Carnegie Mellon University, Pittsburgh, Pa 15213 (USA)
Ju Jang Lee
Affiliation:
Robotics Institute, Carnegie Mellon University, Pittsburgh, Pa 15213 (USA)

Summary

We have suggested a novel approach to autonomously navigate a full sized autonomous vehicle that separately treats vehicle control and obstacle detection. In this paper we discuss the vehicle control that has enabled our autonomous vehicle to travel at speeds upto 20mph. We point out the limitations of existing schemes that restrict their consideration to kinematic models and show that it is possible to obtain an increase in performance through the use of approximate dynamical models that capture first–order effects. Our approach combines such a modeling philosophy with accurate feedback in world coordinates from sensors that have only recently become available. Experimental results of our implementation on NavLab, a modified van at CMU, are presented.

Type
Research Article
Copyright
Copyright © Cambridge University Press 1992

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References

1.Moravec, H.P., “Obstacle Avoidance and Navigation in the Real World by a Seeing Robot Rover” Ph.D. Dissertation (Department of Computer Science, Stanford University, Stanford, CA, 1980).Google Scholar
2.Goto, Y. and Stentz, A., “The CMU System for Mobile Robot NavigationIEEE International Conference on Robotics and Automation (1987) pp. 99106.Google Scholar
3.Singh, S. and Keller, P., “Obstacle Detection for High Speed Autonomous NavigationProceedings of IEEE Conference on Robotics and Automation,Sacramento (04, 1991) pp. 27982805.Google Scholar
4.Feng, D., Singh, S. and Krogh, B.H., “Implementation of Dynamic Obstacle Avoidance on the CMU NavLabProc. IEEE Conference on Systems Engineering,Pittsburgh (08, 1990) pp. 208211.Google Scholar
5.Wallace, R., Stentz, A., Moravec, M., Whittaker, W., Thorpe, C. and Kanade, T., “First Results in Road Following” Proceedings of IJCAI, Los Angeles (Ausist, 1985) pp. 10891095.Google Scholar
6.Shin, D.H. and Singh, S., “Position Based Path Tracking for Wheeled Mobile RobotsProceedings IEEE/RSJ International Workshop on Intelligent Robots and Systems '89 (1989) pp. 386391.Google Scholar
7.Kanayama, Y., Nilipour, A. and Lelm, C.A., “A Locomotion Control Method for Autonomous VehiclesIEEE Intl. Conference on Robotics and Automation,Philadelphia (1988) pp. 13151317.Google Scholar
8.Nelson, W.L. and Cox, I.J., “Local Path Control for an Autonomous VehicleIEEE Intl. Conference on Robotics and Automation,Philadelphia (1988) pp. 15041510.Google Scholar
9.Muir, P.F., “Modeling and Control of Wheeled Mobile RobotsPh.D. Thesis (Carnegie–Mellon University, Pittsburgh, Pennsylvania, 1988).Google Scholar
10.Dugoff, H., Fancher, P.S. and Segel, L., “An Analysis of Tire Traction Properties and Their Influence on Vehicle Dynamic Performance” SAE paper 700377 (1970).CrossRefGoogle Scholar
11.Dixon, J.C., “Linear and Non-linear Steady Vehicle HandlingProc. Instn. Mech. Engrs. 202, No. D3, 173186 (1988).CrossRefGoogle Scholar
12.Dowling, K., Guzikowski, R., Ladd, J., Pangels, H., Singh, S. and Whittaker, W., “NAVLAB: An Autonomous Navigation Testbed” Technical Report Carnegie Mellon University, CMU–Rl–TR–87–24 (1987).Google Scholar
13.Nelson, W.L., “Continuous Steering Function Control of Robot CartIEEE Transactions on Industrial Electronics 36, No. 3, 330337 (08, 1989).CrossRefGoogle Scholar
14.Sheridan, T.B., “Three Models of Preview ControlIEEE Transactions on Human Factors in Electronics HFE–7, No. 2, 91102 (06, 1966).CrossRefGoogle Scholar
15.Donges, E., “A Two–level Model of Driver Steering BehaviorHuman Factors 20(6), 691707 (1978).CrossRefGoogle Scholar