The paper concerns the Linear Quadratic non-Gaussian (LQnG) sub-optimal control problem when the input and output signals travel through an unreliable network, namely Gilbert-Elliot channels. In particular, the input/output packet losses are modeled by Bernoulli sequences, and we assume that the moments of the non-Gaussian noises up to the fourth order are known. By mean of a suitable rewriting of the system through an intermittent output injection term, and by considering an augmented system with the second-order Kronecker power of the measurements, a simple solution is provided by substituting the Kalman predictor with intermittent observations of the LQG control law with a quadratic optimal predictor. Numerical simulations show the effectiveness of the proposed method.

LQ non-Gaussian Control with I/O packet losses / Battilotti, S.; Cacace, F.; D'Angelo, M.; Germani, A.; Sinopoli, B.. - (2020), pp. 2802-2807. (Intervento presentato al convegno 2020 American Control Conference tenutosi a Denver; United States) [10.23919/ACC45564.2020.9147371].

LQ non-Gaussian Control with I/O packet losses

S. Battilotti
;
M. D'Angelo
;
A. Germani
;
2020

Abstract

The paper concerns the Linear Quadratic non-Gaussian (LQnG) sub-optimal control problem when the input and output signals travel through an unreliable network, namely Gilbert-Elliot channels. In particular, the input/output packet losses are modeled by Bernoulli sequences, and we assume that the moments of the non-Gaussian noises up to the fourth order are known. By mean of a suitable rewriting of the system through an intermittent output injection term, and by considering an augmented system with the second-order Kronecker power of the measurements, a simple solution is provided by substituting the Kalman predictor with intermittent observations of the LQG control law with a quadratic optimal predictor. Numerical simulations show the effectiveness of the proposed method.
2020
2020 American Control Conference
Networked Control Systems; Network-Induced Delay; Mean-Square Stability;
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
LQ non-Gaussian Control with I/O packet losses / Battilotti, S.; Cacace, F.; D'Angelo, M.; Germani, A.; Sinopoli, B.. - (2020), pp. 2802-2807. (Intervento presentato al convegno 2020 American Control Conference tenutosi a Denver; United States) [10.23919/ACC45564.2020.9147371].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1464501
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