Path Optimization for Nonholonomic Systems: Application to Reactive Obstacle Avoidance and Path Planning

This paper presents a method of path optimization for nonholonomic systems. This method consists in iteratively modifying a given feasible path in order to make a cost related to the path decrease. The paper presents two main applications of this method: the first one is an algorithm that solves the problem of path planning for complex kinematic systems (i. e. trucks with two trailers) in extremely constrained environments. The second one is an application in mobile robotics and addresses the problem of reactive trajectory deformation for nonholonomic mobile robots (i. e. a cart towing a trailer) in order to avoid unexpected obstacles, and cope with map uncertainty and localization errors.

[1]  Thierry Siméon,et al.  Computer aided motion: Move3D within MOLOG , 2001, Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164).

[2]  Lydia E. Kavraki,et al.  Probabilistic roadmaps for path planning in high-dimensional configuration spaces , 1996, IEEE Trans. Robotics Autom..

[3]  Sean Quinlan Real-time modification of collision-free paths , 1994 .

[4]  B. Faverjon,et al.  Probabilistic Roadmaps for Path Planning in High-Dimensional Con(cid:12)guration Spaces , 1996 .

[5]  Mark H. Overmars,et al.  Multilevel Path Planning for Nonholonomic Robots Using Semiholonomic Subsystems , 1998, Int. J. Robotics Res..

[6]  Thierry Siméon,et al.  Visibility-based probabilistic roadmaps for motion planning , 2000, Adv. Robotics.

[7]  J. Laumond,et al.  Multi-Level Path Planning for Nonholonomic Robots using Semi-Holonomic Subsystems , 1996 .

[8]  Jean-Claude Latombe,et al.  Nonholonomic multibody mobile robots: Controllability and motion planning in the presence of obstacles , 2005, Algorithmica.

[9]  Steven M. LaValle,et al.  RRT-connect: An efficient approach to single-query path planning , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).