Title :
Speed-gradient inverse optimal control for discrete-time nonlinear systems
Author :
Ornelas-Tellez, Fernando ; Sanchez, Edgar N. ; Loukianov, Alexander G. ; Navarro-López, Eva M.
Author_Institution :
Univ. Autonoma del Carmen, Campeche, Mexico
Abstract :
This paper presents a speed-gradient-based inverse optimal control approach for the asymptotic stabilization of discrete-time nonlinear systems. With the solution presented, we avoid to solve the associated Hamilton-Jacobi-Bellman equation, and a meaningful cost function is minimized. The proposed stabilizing optimal controller uses the speed-gradient algorithm and is based on the proposal of what is called a discrete-time control Lyapunov function. This combined approach is referred to as the speed-gradient inverse optimal control. An example is used to illustrate the methodology. Several simulations are provided.
Keywords :
Lyapunov methods; asymptotic stability; discrete time systems; nonlinear control systems; optimal control; partial differential equations; velocity control; Hamilton-Jacobi-Bellman equation; asymptotic stabilization; cost function; discrete-time control Lyapunov function; discrete-time nonlinear systems; speed-gradient algorithm; speed-gradient-based inverse optimal control approach; stabilizing optimal controller; Asymptotic stability; Cost function; Equations; Lyapunov methods; Mathematical model; Nonlinear systems; Optimal control;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6160374