Title :
Optimal robust prediction for general discrete time singular systems
Author :
Bianco, Aline F. ; Ishihara, João Y. ; Terra, Marco H.
Author_Institution :
Electr. Eng. Dept., Univ. of Sao Paulo at Sao Carlos, Sao Carlos
Abstract :
This paper deals with optimal prediction problem for uncertain discrete time singular systems. The parametric uncertainty is assumed to be norm bounded. The singular robust Kalman-type predictor and the corresponding recursive Riccati equation are obtained in their most general formulation where all parameter matrices of the underlying linear model are subject to uncertainties. The quadratic functional developed to deduce this filter combines least squares and penalty functions approaches.
Keywords :
Riccati equations; discrete time systems; least squares approximations; robust control; singular optimal control; Kalman-type predictor; general discrete time singular systems; least squares functions; optimal robust prediction; parameter matrices; parametric uncertainty; penalty functions; recursive Riccati equation; uncertain discrete time singular systems; Automatic control; Filtering; Filters; Least squares methods; Optimal control; Riccati equations; Robot control; Robotics and automation; Robustness; Uncertainty; Singular systems; discrete-time filters; estimation under uncertainty; robust prediction;
Conference_Titel :
Control, Automation, Robotics and Vision, 2008. ICARCV 2008. 10th International Conference on
Conference_Location :
Hanoi
Print_ISBN :
978-1-4244-2286-9
Electronic_ISBN :
978-1-4244-2287-6
DOI :
10.1109/ICARCV.2008.4795800