Title :
Fault data generation and analysis: Case study of a chemical process
Author :
Pathak, Mohit ; Jain, U.K. ; Sandeep, K.N.S. ; Dwivedi, U.D.
Author_Institution :
Dept. of Chem. Eng., Rajiv Gandhi Inst. of Pet. Technol., Raebareli, India
Abstract :
Unwanted process shutdown is an important and challenging problem in petrochemical Industry. Incipient fault detection and diagnosis of a fault while the system is still operating not only avoids abnormal event progression, but also reduce productivity loss and hazards. In this paper, simulated version of Tennessee Eastman (TE) process, which is replica of real time process, is studied. There are 21 types of identified faults out of which two faults, `reactor cooling water valve sticking´, and `condenser cooling water valve sticking´, have been simulated using MATLAB. Dynamics of important process variables under faulty operation, obtained using simulated data, are presented and analyzed. A brief discussion on the need for a multivariate dimensionality reduction technique is also presented in this paper.
Keywords :
chemical hazards; chemical reactors; cooling; fault diagnosis; petrochemicals; productivity; valves; Matlab; TE process; Tennessee Eastman process; abnormal event progression avoidance; chemical process; condenser cooling water valve sticking simulation; fault data analysis; fault data generation; fault detection; fault diagnosis; faulty operation; hazard reduction; multivariate dimensionality reduction technique; petrochemical industry; process shutdown; process variable dynamics; productivity loss reduction; reactor cooling water valve sticking simulation; Cooling; Feeds; Inductors; Liquids; Particle separators; Recycling; Valves; Chemical Engineering; Chemical Reactor; Fault Detection and Diagnosis; Process Monitoring; Process Variables; Tennessee Eastman (TE) Process;
Conference_Titel :
Engineering and Systems (SCES), 2013 Students Conference on
Conference_Location :
Allahabad
Print_ISBN :
978-1-4673-5628-2
DOI :
10.1109/SCES.2013.6547570