DocumentCode
2753069
Title
An Expert System for Real-time Fault Diagnosis and Its Application in PTA Process
Author
Zheng, Xiaoxia ; Wang, Zhenlei ; Qian, Feng
Author_Institution
Autom. Inst., East China Univ. of Sci. & Technol., Shanghai
Volume
2
fYear
0
fDate
0-0 0
Firstpage
5623
Lastpage
5627
Abstract
Increasing complexity and automation of the chemical process industries requires more reliable and efficient real-time fault diagnosis systems. Here, a real-time expert system based on wavelet transform and fuzzy ART neural network is introduced for fault diagnosis, providing fault prediction to help operators before abnormal situations occur. Data preprocessing, knowledge base structure, representation of knowledge, generalized inference engine and graphic user interface are technically considered. Industrial applications in pure terephthalic acid (PTA) process indicate that the real-time expert system diagnoses abnormal events efficiently and promptly and it has many specialties such as friendly interface, easy to train and maintain and also reliable under changing process conditions
Keywords
ART neural nets; chemical technology; diagnostic expert systems; fault diagnosis; fuzzy neural nets; real-time systems; wavelet transforms; abnormal event diagnosis; adaptive resonance theory; chemical process industry; data preprocessing; fault prediction; fuzzy ART neural network; generalized inference engine; graphic user interface; knowledge base structure; knowledge representation; pure terephthalic acid process; real-time expert system; real-time fault diagnosis; wavelet transform; Automation; Chemical industry; Chemical processes; Diagnostic expert systems; Fault diagnosis; Fuzzy neural networks; Fuzzy systems; Hybrid intelligent systems; Real time systems; Wavelet transforms; PTA; expert system; fault diagnosis; fuzzy ART neural network; wavelet transform;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location
Dalian
Print_ISBN
1-4244-0332-4
Type
conf
DOI
10.1109/WCICA.2006.1714151
Filename
1714151
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