Title :
Time-Optimal Path Tracking for Robots: A Convex Optimization Approach
Author :
Verscheure, Diederik ; Demeulenaere, Bram ; Swevers, Jan ; De Schutter, Joris ; Diehl, Moritz
Author_Institution :
Dept. of Mech. Eng., Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
This paper focuses on time-optimal path tracking, a subproblem in time-optimal motion planning of robot systems. Through a nonlinear change of variables, the time-optimal path tracking problem is transformed here into a convex optimal control problem with a single state. Various convexity-preserving extension are introduced, resulting in a versatile approach for optimal path tracking. A direct transcription method is presented that reduces finding the globally optimal trajectory to solving a second-order cone program using robust numerical algorithms that are freely available. Validation against known examples and application to a more complex example illustrate the versatility and practicality of the new method.
Keywords :
mobile robots; nonlinear control systems; numerical analysis; optimal control; optimisation; path planning; tracking; convex optimization approach; convexity-preserving extension; direct transcription method; globally optimal trajectory; nonlinear variable change; robot system; robust numerical algorithm; second-order cone program; time-optimal motion planning; time-optimal path tracking; Actuators; Manipulator dynamics; Motion planning; Optimal control; Orbital robotics; Path planning; Robot kinematics; Robustness; State-space methods; Tracking; Second-order cone program (SOCP)-based solution method;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2009.2028959