Title :
A fault detection and isolation scheme for nonlinear uncertain discrete-time sytems
Author :
Ferrari, Riccardo M.G. ; Parisini, Thomas ; Polycarpou, Marios M.
Author_Institution :
Trieste Univ., Trieste
Abstract :
This paper presents a fault detection and isolation scheme for abrupt and incipient faults in nonlinear uncertain discrete-time systems. The proposed fault diagnosis architecture consists of the fault detection and approximation estimator and a bank of fault isolation estimators, each corresponding to a particular type of fault. A time-varying threshold that guarantees no false-positive alarms and fault detectability conditions is derived analytically. For the fault isolation scheme, we design adaptive residual thresholds associated with each isolation estimator and obtain sufficient conditions for fault isolability. To illustrate the theoretical results, a simulation example based on a discrete-time version of the three-tank problem is presented.
Keywords :
adaptive control; approximation theory; control system synthesis; discrete time systems; estimation theory; fault diagnosis; nonlinear control systems; time-varying systems; uncertain systems; adaptive residual threshold design; approximation estimator; discrete-time version; fault detection scheme; fault diagnosis architecture; fault isolability; fault isolation estimators; fault isolation scheme; nonlinear uncertain discrete-time sytems; three-tank problem; time-varying threshold; Analytical models; Approximation methods; Condition monitoring; Fault detection; Fault diagnosis; Nonlinear dynamical systems; Nonlinear systems; Redundancy; Sufficient conditions; 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.2007.4434848