Title :
Lossless convexification of control constraints for a class of nonlinear optimal control problems
Author :
Blackmore, Lars ; Acikmese, Behcet ; Carson, J.M.
Abstract :
In this paper we consider a class of optimal control problems that have continuous-time nonlinear dynamics and nonconvex control constraints. We propose a convex relaxation of the nonconvex control constraints, and prove that the optimal solution to the relaxed problem is the globally optimal solution to the original problem with nonconvex control constraints. This lossless convexification enables a computationally simpler problem to be solved instead of the original problem. We demonstrate the approach in simulation with a planetary soft landing problem involving a nonlinear gravity field.
Keywords :
continuous time systems; nonlinear control systems; optimal control; continuous-time nonlinear dynamics; convex relaxation; lossless convexification; nonconvex control constraints; nonlinear gravity field; nonlinear optimal control problems; planetary soft landing problem; Aerodynamics; Approximation methods; Gravity; Nonlinear dynamical systems; Optimal control; Piecewise linear approximation; Vehicles;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6314722