Title :
Fault Detection and Monitoring of Length Loop Control System in Pickling Process
Author :
Bouhouche, S. ; Lahreche, M. ; Ziani, S. ; Bast, J.
Author_Institution :
Welding & Control Res. Centre, CERSIM-DRA
Abstract :
Modern manufacturing facilities are large scale, highly complex, and operate with large number of variables under closed loop control. Early and accurate fault detection and diagnosis for these plants can minimise down time, increase the safety of plant operations, and reduce manufacturing costs. Fault detection and isolation is more complex particularly in the case of the faulty analog control systems. Analog control system is not equipped with monitoring function where the process parameters are continually visualised. We consider in this paper an approach to fault detection and isolation in the pickling process in cold rolling. The fault appeared on one of the power unit driving a rotary machine, this machine can not track a reference speed given by another machine. Using a computerised data acquisition system, the main machine parameters have been monitored. The fault has been detected and isolated on basis of analysis of monitored data. Normal and faulty situation have been obtained by an artificial neural network (ANN) model which is implemented to simulate the normal and faulty status of rotary machine
Keywords :
closed loop systems; cold rolling; data acquisition; fault diagnosis; neural nets; pickling (materials processing); process control; production facilities; steel industry; artificial neural network model; closed loop control; cold rolling; computerised data acquisition system; fault detection; fault isolation; fault monitoring; faulty analog control system; length loop control system; manufacturing facility; pickling process; rotary machine; Artificial neural networks; Computerized monitoring; Condition monitoring; Control systems; Fault detection; Fault diagnosis; Large-scale systems; Pickling; Production facilities; Safety;
Conference_Titel :
Computational Intelligence for Modelling, Control and Automation, 2005 and International Conference on Intelligent Agents, Web Technologies and Internet Commerce, International Conference on
Conference_Location :
Vienna
Print_ISBN :
0-7695-2504-0
DOI :
10.1109/CIMCA.2005.1631336