Loading…
Pattern Matching and Active Simulation Method for Process Fault Diagnosis
Fault detection and diagnosis is a crucial approach to ensure safe and efficient operation of chemical processes. This paper reports a new fault diagnosis method that exploits dynamic process simulation and pattern matching techniques. The proposed method consists of a simulated fault database which...
Saved in:
Published in: | Industrial & engineering chemistry research 2020-07, Vol.59 (27), p.12525-12535 |
---|---|
Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103 |
---|---|
cites | cdi_FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103 |
container_end_page | 12535 |
container_issue | 27 |
container_start_page | 12525 |
container_title | Industrial & engineering chemistry research |
container_volume | 59 |
creator | Li, Weijun Gu, Sai Zhang, Xiangping Chen, Tao |
description | Fault detection and diagnosis is a crucial approach to ensure safe and efficient operation of chemical processes. This paper reports a new fault diagnosis method that exploits dynamic process simulation and pattern matching techniques. The proposed method consists of a simulated fault database which, through pattern matching, helps narrow down the fault candidates in an efficient way. An optimization based fault reconstruction method is then developed to determine the fault pattern from the candidates and the corresponding magnitude and time of occurrence of the fault. A major advantage of this approach is that it is capable of diagnosing both single and multiple faults. We illustrate the effectiveness of the proposed method through case studies of the Tennessee Eastman benchmark process. |
doi_str_mv | 10.1021/acs.iecr.0c02424 |
format | article |
fullrecord | <record><control><sourceid>acs_cross</sourceid><recordid>TN_cdi_crossref_primary_10_1021_acs_iecr_0c02424</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>c098338522</sourcerecordid><originalsourceid>FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103</originalsourceid><addsrcrecordid>eNp1kMFOwzAQRC0EEqFw5-gPIGHt2MnmWBUKlYqoBJwj17FbV2mMbBeJvydVe-Uye5id0egRcs-gYMDZo9KxcEaHAjRwwcUFyZjkkEsQ8pJkgIi5RJTX5CbGHQBIKURGFiuVkgkDfVNJb92woWro6FQn92Poh9sfepWcH22Ttr6j1ge6Cl6bGOlcHfpEn5zaDD66eEuurOqjuTvfCfmaP3_OXvPl-8tiNl3mqkRMuTVrXdbYjMKN4o0s9TiEl8zWdWVEta6bCpWpULJa2g611bLsUDTY6U4yKCcETr06-BiDse13cHsVflsG7RFFO6JojyjaM4ox8nCKHJ2dP4RhHPj_-x86M2JX</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Pattern Matching and Active Simulation Method for Process Fault Diagnosis</title><source>American Chemical Society:Jisc Collections:American Chemical Society Read & Publish Agreement 2022-2024 (Reading list)</source><creator>Li, Weijun ; Gu, Sai ; Zhang, Xiangping ; Chen, Tao</creator><creatorcontrib>Li, Weijun ; Gu, Sai ; Zhang, Xiangping ; Chen, Tao</creatorcontrib><description>Fault detection and diagnosis is a crucial approach to ensure safe and efficient operation of chemical processes. This paper reports a new fault diagnosis method that exploits dynamic process simulation and pattern matching techniques. The proposed method consists of a simulated fault database which, through pattern matching, helps narrow down the fault candidates in an efficient way. An optimization based fault reconstruction method is then developed to determine the fault pattern from the candidates and the corresponding magnitude and time of occurrence of the fault. A major advantage of this approach is that it is capable of diagnosing both single and multiple faults. We illustrate the effectiveness of the proposed method through case studies of the Tennessee Eastman benchmark process.</description><identifier>ISSN: 0888-5885</identifier><identifier>EISSN: 1520-5045</identifier><identifier>DOI: 10.1021/acs.iecr.0c02424</identifier><language>eng</language><publisher>American Chemical Society</publisher><subject>Process Systems Engineering</subject><ispartof>Industrial & engineering chemistry research, 2020-07, Vol.59 (27), p.12525-12535</ispartof><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103</citedby><cites>FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103</cites><orcidid>0000-0001-8186-4780 ; 0000-0002-1431-0873 ; 0000-0002-5675-9118</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27898,27899</link.rule.ids></links><search><creatorcontrib>Li, Weijun</creatorcontrib><creatorcontrib>Gu, Sai</creatorcontrib><creatorcontrib>Zhang, Xiangping</creatorcontrib><creatorcontrib>Chen, Tao</creatorcontrib><title>Pattern Matching and Active Simulation Method for Process Fault Diagnosis</title><title>Industrial & engineering chemistry research</title><addtitle>Ind. Eng. Chem. Res</addtitle><description>Fault detection and diagnosis is a crucial approach to ensure safe and efficient operation of chemical processes. This paper reports a new fault diagnosis method that exploits dynamic process simulation and pattern matching techniques. The proposed method consists of a simulated fault database which, through pattern matching, helps narrow down the fault candidates in an efficient way. An optimization based fault reconstruction method is then developed to determine the fault pattern from the candidates and the corresponding magnitude and time of occurrence of the fault. A major advantage of this approach is that it is capable of diagnosing both single and multiple faults. We illustrate the effectiveness of the proposed method through case studies of the Tennessee Eastman benchmark process.</description><subject>Process Systems Engineering</subject><issn>0888-5885</issn><issn>1520-5045</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp1kMFOwzAQRC0EEqFw5-gPIGHt2MnmWBUKlYqoBJwj17FbV2mMbBeJvydVe-Uye5id0egRcs-gYMDZo9KxcEaHAjRwwcUFyZjkkEsQ8pJkgIi5RJTX5CbGHQBIKURGFiuVkgkDfVNJb92woWro6FQn92Poh9sfepWcH22Ttr6j1ge6Cl6bGOlcHfpEn5zaDD66eEuurOqjuTvfCfmaP3_OXvPl-8tiNl3mqkRMuTVrXdbYjMKN4o0s9TiEl8zWdWVEta6bCpWpULJa2g611bLsUDTY6U4yKCcETr06-BiDse13cHsVflsG7RFFO6JojyjaM4ox8nCKHJ2dP4RhHPj_-x86M2JX</recordid><startdate>20200708</startdate><enddate>20200708</enddate><creator>Li, Weijun</creator><creator>Gu, Sai</creator><creator>Zhang, Xiangping</creator><creator>Chen, Tao</creator><general>American Chemical Society</general><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0001-8186-4780</orcidid><orcidid>https://orcid.org/0000-0002-1431-0873</orcidid><orcidid>https://orcid.org/0000-0002-5675-9118</orcidid></search><sort><creationdate>20200708</creationdate><title>Pattern Matching and Active Simulation Method for Process Fault Diagnosis</title><author>Li, Weijun ; Gu, Sai ; Zhang, Xiangping ; Chen, Tao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Process Systems Engineering</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, Weijun</creatorcontrib><creatorcontrib>Gu, Sai</creatorcontrib><creatorcontrib>Zhang, Xiangping</creatorcontrib><creatorcontrib>Chen, Tao</creatorcontrib><collection>CrossRef</collection><jtitle>Industrial & engineering chemistry research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, Weijun</au><au>Gu, Sai</au><au>Zhang, Xiangping</au><au>Chen, Tao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Pattern Matching and Active Simulation Method for Process Fault Diagnosis</atitle><jtitle>Industrial & engineering chemistry research</jtitle><addtitle>Ind. Eng. Chem. Res</addtitle><date>2020-07-08</date><risdate>2020</risdate><volume>59</volume><issue>27</issue><spage>12525</spage><epage>12535</epage><pages>12525-12535</pages><issn>0888-5885</issn><eissn>1520-5045</eissn><abstract>Fault detection and diagnosis is a crucial approach to ensure safe and efficient operation of chemical processes. This paper reports a new fault diagnosis method that exploits dynamic process simulation and pattern matching techniques. The proposed method consists of a simulated fault database which, through pattern matching, helps narrow down the fault candidates in an efficient way. An optimization based fault reconstruction method is then developed to determine the fault pattern from the candidates and the corresponding magnitude and time of occurrence of the fault. A major advantage of this approach is that it is capable of diagnosing both single and multiple faults. We illustrate the effectiveness of the proposed method through case studies of the Tennessee Eastman benchmark process.</abstract><pub>American Chemical Society</pub><doi>10.1021/acs.iecr.0c02424</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0001-8186-4780</orcidid><orcidid>https://orcid.org/0000-0002-1431-0873</orcidid><orcidid>https://orcid.org/0000-0002-5675-9118</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0888-5885 |
ispartof | Industrial & engineering chemistry research, 2020-07, Vol.59 (27), p.12525-12535 |
issn | 0888-5885 1520-5045 |
language | eng |
recordid | cdi_crossref_primary_10_1021_acs_iecr_0c02424 |
source | American Chemical Society:Jisc Collections:American Chemical Society Read & Publish Agreement 2022-2024 (Reading list) |
subjects | Process Systems Engineering |
title | Pattern Matching and Active Simulation Method for Process Fault Diagnosis |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-27T10%3A33%3A56IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-acs_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Pattern%20Matching%20and%20Active%20Simulation%20Method%20for%20Process%20Fault%20Diagnosis&rft.jtitle=Industrial%20&%20engineering%20chemistry%20research&rft.au=Li,%20Weijun&rft.date=2020-07-08&rft.volume=59&rft.issue=27&rft.spage=12525&rft.epage=12535&rft.pages=12525-12535&rft.issn=0888-5885&rft.eissn=1520-5045&rft_id=info:doi/10.1021/acs.iecr.0c02424&rft_dat=%3Cacs_cross%3Ec098338522%3C/acs_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-a388t-febc3789c372ea2953c544231f776e46b7968ae685175fd8cfc53d8498dcd5103%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true |