This note investigates the optimal linear quadratic control problem in the discrete-time framework, for stochastic systems affected by disturbances generated by a nonlinear stochastic exosystem. The application of the maximum principle to nonlinear optimal control problems does not admit, in general, implementable solutions. Therefore, it is worthwhile to look for finite-dimensional approximation schemes. The approach followed in this note is based on the Carleman approximation of a stochastic nonlinear system applied to the exosystem and provides a real-time algorithm to design an implementable control law. Simulations support theoretical results and show the improvements when the approximation index is increased

Mavelli, G., Palumbo, P. (2010). The Carleman approximation approach to solve a stochastic nonlinear control problem. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 55(4), 976-982 [10.1109/TAC.2010.2041611].

The Carleman approximation approach to solve a stochastic nonlinear control problem

Palumbo, P
2010

Abstract

This note investigates the optimal linear quadratic control problem in the discrete-time framework, for stochastic systems affected by disturbances generated by a nonlinear stochastic exosystem. The application of the maximum principle to nonlinear optimal control problems does not admit, in general, implementable solutions. Therefore, it is worthwhile to look for finite-dimensional approximation schemes. The approach followed in this note is based on the Carleman approximation of a stochastic nonlinear system applied to the exosystem and provides a real-time algorithm to design an implementable control law. Simulations support theoretical results and show the improvements when the approximation index is increased
Articolo in rivista - Articolo scientifico
Kalman filtering; Stochastic optimal control; Stochastic systems;
English
2010
55
4
976
982
5404825
reserved
Mavelli, G., Palumbo, P. (2010). The Carleman approximation approach to solve a stochastic nonlinear control problem. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 55(4), 976-982 [10.1109/TAC.2010.2041611].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/246713
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