Automatica, Vol.45, No.8, 1896-1902, 2009
Set-membership filtering for systems with sensor saturation
This paper addresses the set-membership filtering problem for a class of discrete time-varying systems with sensor saturation in the presence of unknown-but-bounded process and measurement noises. A sufficient condition for the existence of set-membership filter is derived. A convex optimisation method is proposed to determine a state estimation ellipsoid that is a set of states compatible with sensor saturation and unknown-but-bounded process and measurement noises. A recursive algorithm is developed for computing the ellipsoid that guarantees to contain the true state by solving a time-varying linear matrix inequality. Simulation results are provided to demonstrate the effectiveness of the proposed method. (C) 2009 Elsevier Ltd. All rights reserved.
Keywords:Set-membership filtering;Sensor saturation;Unknown-but-bounded noise;Convex optimisation;State estimation ellipsoid