Model based fault detection in process plant

In this paper, the application of neural network in detecting sensor failures is presented. The study was conducted on the Tennessee Eastman test problem. Faulty conditions were generated by imposing sensor failures in the reactor operation. Both single and multiple fault conditions were investigate...

Full description

Bibliographic Details
Main Authors: Leong, Wah Heng, Ahmad, Arshad
Format: Conference or Workshop Item
Language:English
Published: 1997
Subjects:
Online Access:http://eprints.utm.my/4715/1/LeongWahHeng1997_ModelBasedFaultDetection.pdf
_version_ 1825909607971684352
author Leong, Wah Heng
Ahmad, Arshad
author_facet Leong, Wah Heng
Ahmad, Arshad
author_sort Leong, Wah Heng
collection ePrints
description In this paper, the application of neural network in detecting sensor failures is presented. The study was conducted on the Tennessee Eastman test problem. Faulty conditions were generated by imposing sensor failures in the reactor operation. Both single and multiple fault conditions were investigated. The results revealed that a three layer feedforward network was capable of providing the intended function.
first_indexed 2024-03-05T18:04:42Z
format Conference or Workshop Item
id utm.eprints-4715
institution Universiti Teknologi Malaysia - ePrints
language English
last_indexed 2024-03-05T18:04:42Z
publishDate 1997
record_format dspace
spelling utm.eprints-47152017-08-27T01:32:39Z http://eprints.utm.my/4715/ Model based fault detection in process plant Leong, Wah Heng Ahmad, Arshad T Technology (General) In this paper, the application of neural network in detecting sensor failures is presented. The study was conducted on the Tennessee Eastman test problem. Faulty conditions were generated by imposing sensor failures in the reactor operation. Both single and multiple fault conditions were investigated. The results revealed that a three layer feedforward network was capable of providing the intended function. 1997 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/4715/1/LeongWahHeng1997_ModelBasedFaultDetection.pdf Leong, Wah Heng and Ahmad, Arshad (1997) Model based fault detection in process plant. In: Regional Symposium on Chemical Engineering 1997 in conjunction with 13th Symposium of Malaysian Chemical Engineers, 13-15 October 1997, Hyatt Regency, Johor, Malaysia.
spellingShingle T Technology (General)
Leong, Wah Heng
Ahmad, Arshad
Model based fault detection in process plant
title Model based fault detection in process plant
title_full Model based fault detection in process plant
title_fullStr Model based fault detection in process plant
title_full_unstemmed Model based fault detection in process plant
title_short Model based fault detection in process plant
title_sort model based fault detection in process plant
topic T Technology (General)
url http://eprints.utm.my/4715/1/LeongWahHeng1997_ModelBasedFaultDetection.pdf
work_keys_str_mv AT leongwahheng modelbasedfaultdetectioninprocessplant
AT ahmadarshad modelbasedfaultdetectioninprocessplant