Title :
Optimal sensor placement for model-based fault detection and isolation
Author :
Sarrate, Ramon ; Puig, Vicenç ; Escobet, Teresa ; Rosich, Albert
Author_Institution :
Univ. Polytech. de Catalunya, Terrassa
Abstract :
The problem of optimal sensor placement for FDI consists in determining the set of sensors that minimizes a pre-defined cost function satisfying at the same time a pre- established set of FDI specifications for a given set of faults. The main contribution of this paper is to propose an algorithm for model-based FDI sensor placement based on formulating a mixed integer optimization problem. FDI specifications are translated into constraints of the optimization problem considering that the whole set of ARRs has been generated, under the assumption that all candidate sensors are installed. To show the effectiveness of this approach, an application based on a two-tanks system is proposed.
Keywords :
fault diagnosis; sensors; fault isolation; mixed integer optimization; model-based fault detection; optimal sensor placement; two-tanks system; Algorithm design and analysis; Constraint optimization; Cost function; Fault detection; Fault diagnosis; Observability; Optimal control; Process control; Process design; USA Councils;
Conference_Titel :
Decision and Control, 2007 46th IEEE Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
978-1-4244-1497-0
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2007.4434452