DocumentCode
2581297
Title
Robust fault detection and monitoring of hybrid process systems with uncertain mode transitions
Author
Hu, Ye ; El-Farra, Nael H.
Author_Institution
Dept. of Chem. Eng. & Mater. Sci., Univ. of California, Davis, CA, USA
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
6833
Lastpage
6838
Abstract
This paper presents a methodology for fault detection and monitoring of a class of hybrid process systems modeled by switched nonlinear systems with control actuator faults, uncertain continuous dynamics and uncertain mode transitions. A robust hybrid monitoring scheme that distinguishes reliably between faults, mode transitions and uncertainty is developed using tools from unknown input observer theory and results from Lyapunov stability theory. The monitoring scheme consists of (i) a family of dedicated mode observers that locate the active operating mode at any given time and detect mode switches, (ii) a family of robust Lyapunov-based fault detection schemes that detect the faults within the continuous modes, and (iii) a supervisor that synchronizes the switching between different controllers and different fault detectors as the process transitions from one mode to another. A key idea of the developed framework is to design the mode observers in a way that facilitates the identification of the active mode without information from the controllers and renders the residuals insensitive to the faults and uncertainties in the constituent subsystems. The implementation of the developed monitoring scheme is demonstrated using a simulated model of a chemical reactor that switches between multiple operating modes.
Keywords
Lyapunov methods; actuators; chemical reactors; fault diagnosis; nonlinear systems; observers; process monitoring; uncertain systems; Lyapunov stability theory; chemical reactor; constituent subsystem; control actuator fault; fault detector; hybrid process system; mode observer theory; mode switches detection; robust Lyapunov-based fault detection; robust hybrid monitoring scheme; simulated model; switched nonlinear system; uncertain continuous dynamics; uncertain mode transition; Actuators; Fault detection; Monitoring; Observers; Robustness; Switches; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location
Atlanta, GA
ISSN
0743-1546
Print_ISBN
978-1-4244-7745-6
Type
conf
DOI
10.1109/CDC.2010.5717978
Filename
5717978
Link To Document