Title :
Model falsification using SVOs for a class of discrete-time dynamic systems: A coprime factorization approach
Author :
Rosa, Paulo ; Silvestre, Carlos ; Athans, Michael
Author_Institution :
Inst. Super. Tecnico, Lisbon, Portugal
Abstract :
This paper introduces a new method for model falsification using Set-Valued Observers (SVOs), which can be applied to a class of discrete Linear Time-Invariant (LTI) dynamic systems with time-varying model uncertainties. In comparison with previous studies, the main advantages of this approach are as follows: the computation of the convex hull of the set-valued estimate of the state can be avoided under certain circumstances; in order to guarantee convergence of the set-valued estimate of the state, the required number of previous set-valued estimates is at most as large as the number of states of the nominal plant; it provides a straightforward non-conservative method to falsify uncertain models of dynamic systems, including open-loop unstable plants. The results obtained are illustrated in simulation.
Keywords :
convex programming; discrete time systems; linear systems; matrix decomposition; observers; open loop systems; stability; time-varying systems; uncertain systems; LTI; SVO; convex hull; coprime factorization approach; discrete linear time-invariant dynamic systems; model falsification; nominal plant; nonconservative method; open-loop unstable plants; set-valued observers; state set-valued estimation; time-varying model uncertainties; Adaptation models; Computational modeling; Computer architecture; Convergence; Noise; Noise measurement; Uncertainty;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6160308