Title :
Controller enhanced fault detection and isolation in a reactor-separator system
Author :
Ohran, Benjamin J. ; Rau, Johnny ; Christofides, Panagiotis D. ; Davis, James F.
Author_Institution :
Dept. of Chem. & Biomol. Eng., California Univ., Los Angeles, CA
Abstract :
Accurate detection and isolation of faults is a critical component of a reliable fault-tolerant control system. It has been demonstrated that using a nonlinear controller to enforce a specific structure in the closed-loop system allows data-based detection and isolation of certain faults that would otherwise not be isolable using data-based techniques without the necessary closed-loop system structure. In this work, we demonstrate through a multi-unit chemical process example how this approach can be applied in a plant- wide setting. Nonlinear, model-based control laws are used to enforce a decoupling structure in the closed-loop system, and data-based statistical process monitoring methods are used for fault detection with isolation of the faults based on the imposed closed-loop system structure.
Keywords :
chemical reactors; closed loop systems; fault tolerance; nonlinear control systems; process monitoring; statistical analysis; closed-loop system; data-based detection; data-based statistical process monitoring methods; fault detection; fault isolation; fault-tolerant control system; model-based control laws; multiunit chemical process; nonlinear controller; reactor-separator system; Chemical processes; Control systems; Couplings; Fault detection; Fault tolerance; Fault tolerant systems; Mathematical model; Monitoring; Nonlinear control systems; Principal component analysis;
Conference_Titel :
American Control Conference, 2008
Conference_Location :
Seattle, WA
Print_ISBN :
978-1-4244-2078-0
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2008.4586704