Title :
A robust continuous time fixed lag smoother for nonlinear uncertain systems
Author :
Rehman, Obaid Ur ; Petersen, Ian R.
Author_Institution :
Eng. & Inf. Technol., Univ. of New South Wales, Canberra, ACT, Australia
Abstract :
This paper presents a robust fixed lag smoother for a class of nonlinear uncertain systems. A unified scheme, which combines a nonlinear robust estimator with a stable fixed lag smoother, is presented to improve the error covariance of the estimation. The robust fixed lag smoother is based on the use of Integral Quadratic Constraints and minimax LQG control. The state estimator uses a copy of the system nonlinearity in the estimator and combines an approximate model of the delayed states to produce a smoothed signal. In order to see the effectiveness of the method, it is applied to a quantum optical phase estimation problem. Results show significant improvement in the error covariance of the estimator using fixed lag smoother in the presence of nonlinear uncertainty.
Keywords :
continuous time systems; control nonlinearities; covariance analysis; error statistics; linear quadratic Gaussian control; nonlinear control systems; phase estimation; robust control; smoothing methods; state estimation; uncertain systems; delayed states; error covariance; integral quadratic constraints; minimax LQG control; nonlinear robust estimator; nonlinear uncertain systems; nonlinear uncertainty; quantum optical phase estimation; robust continuous time fixed lag smoother; smoothed signal; state estimator; system nonlinearity; Adaptive optics; Approximation methods; Delays; Mathematical model; Nonlinear optics; Robustness; Uncertainty;
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.2013.6760461