Title :
Robust fault detection using polytope-based set-membership consistency test
Author :
Blesa, Joaquim ; Puig, Vicenç ; Saludes, Jordi
Author_Institution :
Autom. Control Dept., Tech. Univ. of Catalonia, Barcelona, Spain
Abstract :
This article proposes a robust set-membership fault detection method based on the use of polytopes to bound the parameter uncertainty set. The proposed polytope-based fault detection algorithm is able to handle systems with bounded parameter variation between samples. It is shown that consistency checks indicating faults can be performed in a natural manner with a polytope description of the feasible parameter set. Finally, an application example is given, which demonstrates how the algorithm works on a simulated process (a four-tank system). A comparison with a zonotope-based fault detection approach recently proposed in the literature is included.
Keywords :
fault diagnosis; set theory; testing; bounded parameter variation; consistency checks; four-tank system; parameter uncertainty set; polytope description; polytope-based fault detection; polytope-based set-membership consistency test; robust fault detection; Additives; Approximation algorithms; Approximation methods; Ellipsoids; Fault detection; Robustness; Strips;
Conference_Titel :
Control and Fault-Tolerant Systems (SysTol), 2010 Conference on
Conference_Location :
Nice
Print_ISBN :
978-1-4244-8153-8
DOI :
10.1109/SYSTOL.2010.5676053