Title :
Robust ℋ∞ memory filters for uncertain discrete-time linear systems
Author :
Frezzatto, Luciano ; Lacerda, Marcio J. ; Oliveira, Ricardo C. L. F. ; Peres, Pedro L. D.
Author_Institution :
Sch. of Electr. & Comput. Eng., Univ. of Campinas - UNICAMP, Campinas, Brazil
Abstract :
This paper is concerned with the problem of robust full-order ℋ∞ filter design for uncertain discrete-time linear systems. The uncertainties are supposed to be time-invariant and to belong to a polytopic domain. The main novelty is the fact that the filter contains an arbitrary number of past states and past system output measures, yielding a filtering system with memory. Linear matrix inequality relaxations based on polynomially parameter-dependent Lyapunov matrices and slack variables are proposed for the ℋ∞ filter design. Due to the extra dynamics, the robust memory filter is able to provide less conservative results in terms of the ℋ∞ performance when compared to the memoryless case. Numerical examples are given to demonstrate the improvements of the proposed method.
Keywords :
H∞ control; Lyapunov methods; control system synthesis; discrete time systems; filtering theory; linear matrix inequalities; linear systems; polynomials; uncertain systems; filtering system; linear matrix inequality; parameter-dependent Lyapunov matrices; robust full-order ℋ∞ filter design; robust memory filter; uncertain discrete-time linear system; Barium; Estimation error; Linear matrix inequalities; Linear systems; Noise; Robustness; Symmetric matrices;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7171955