Title :
Robust H2 estimation using the Popov-Tsypkin multiplier
Author :
Collins, Emmanuel G., Jr. ; Song, Tinglun
Author_Institution :
Dept. of Mech. Eng., Florida A&M Univ., Tallahassee, FL, USA
Abstract :
This paper considers the design of robust, finite-horizon and infinite-horizon H2 estimators based on multiplier theory (which is intimately related to the mixed structure singular value). Specifically, the Popov-Tsypkin multiplier is used to develop a novel upper bound on a finite-horizon, cost function for the assumed uncertainty set. The results are then applied to develop design equations for robust H2 estimation which collapse to the standard Kalman filter design equations if the uncertainty is absent. The robust design equations are complex and possible solution approaches are discussed. Robust estimation using the Popov-Tsypkin multiplier is illustrated by using a parameter optimization approach (in particular, a zero-prediction, continuation algorithm) to design a robust filter for an infinite-horizon H2 cost function
Keywords :
Kalman filters; discrete time systems; linear systems; optimisation; parameter estimation; uncertain systems; H2 estimation; Kalman filter; Popov-Tsypkin multiplier; discrete time systems; linear systems; optimization; parameter estimation; robust estimation; uncertain systems; upper bound; Algorithm design and analysis; Cost function; Design optimization; Equations; Filters; Hydrogen; Lyapunov method; Mechanical engineering; Robustness; Uncertainty;
Conference_Titel :
Decision and Control, 1998. Proceedings of the 37th IEEE Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
0-7803-4394-8
DOI :
10.1109/CDC.1998.760860