DocumentCode :
2081737
Title :
Effects of the control bounds in the stochastic optimal control problem
Author :
Crespo, L.G. ; Sun, J.Q.
Author_Institution :
Dept. of Mech. Eng., Delaware Univ., Newark, DE, USA
Volume :
5
fYear :
2002
fDate :
2002
Firstpage :
4238
Abstract :
This paper proposes a method to solve the stochastic optimal control problem with fixed state terminal conditions and control bounds. Being applicable to strongly nonlinear stochastic systems under parametric and external excitations, the method makes use of Bellman´s principle of optimality and the short-time Gaussian approximation. The solution found is global in the sense that optimal controls for all the initial conditions in a bounded region of the state space are obtained. A Markov chain with a control dependent transition probability matrix is built using the generalized cell mapping method. This allow us to study the transient and stationary effects of the control on the system response in the probability sense. The method is applied to a few systems resulting in excellent control performances. The dependence of the response on the control bounds is studied for a 1D-state nonlinear system and the Van der Pol oscillator.
Keywords :
Markov processes; nonlinear control systems; optimal control; state-space methods; stochastic systems; 1D-state nonlinear system; Bellman principle; Markov chain; Van der Pol oscillator; control bounds; control dependent transition probability matrix; cumulant neglect closure; external excitations; fixed state terminal conditions; generalized cell mapping method; numerical strategy; parametric excitations; short-time Gaussian approximation; state space bounded region; stationary effects; stochastic optimal control problem; strongly nonlinear stochastic systems; transient effects; Control systems; Cost function; Gaussian approximation; Mechanical engineering; Nonlinear control systems; Optimal control; State-space methods; Stochastic processes; Stochastic systems; Sun;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 2002. Proceedings of the 2002
ISSN :
0743-1619
Print_ISBN :
0-7803-7298-0
Type :
conf
DOI :
10.1109/ACC.2002.1024597
Filename :
1024597
Link To Document :
بازگشت