Title :
Optimal reduced-order quadratic solution for the non-Gaussian finite-horizon regulator problem
Author :
Cacace, Filippo ; Fasano, Antonio ; Germani, Alfredo ; Monteriu, Andrea
Author_Institution :
Univ. Campus Bio-Medico di Roma, Rome, Italy
Abstract :
We consider the optimal regulator for non-Gaussian discrete-time stochastic systems with a quadratic cost function. We improve the method of [1], where the optimal control is derived from the classical LQG solution by substituting the linear filtering part with a quadratic optimal filter. In this paper we delete the unobservable part of the augmented state space, thus guaranteeing the internal stability of the resulting closed-loop system.
Keywords :
closed loop systems; discrete time systems; linear quadratic Gaussian control; reduced order systems; stability; state-space methods; stochastic systems; augmented state space; classical LQG solution; closed-loop system; internal stability; linear filtering part; nonGaussian discrete-time stochastic systems; nonGaussian finite-horizon regulator problem; optimal control; optimal reduced-order quadratic solution; optimal regulator; quadratic cost function; quadratic optimal filter; Equations; Kalman filters; Mean square error methods; Noise; Observability; Optimal control; Regulators;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760353