{"id":"https://openalex.org/W4386918708","doi":"https://doi.org/10.1109/tim.2023.3315352","title":"Sensor Fault Detection and Diagnosis Using Graph Convolutional Network Combining Process Knowledge and Process Data","display_name":"Sensor Fault Detection and Diagnosis Using Graph Convolutional Network Combining Process Knowledge and Process Data","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386918708","doi":"https://doi.org/10.1109/tim.2023.3315352"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2023.3315352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3315352","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101422550","display_name":"Lei Guo","orcid":"https://orcid.org/0000-0002-8134-0474"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Guo","raw_affiliation_strings":["Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-8134-0474","affiliations":[{"raw_affiliation_string":"Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091670895","display_name":"Hongbo Shi","orcid":"https://orcid.org/0000-0001-9400-1415"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbo Shi","raw_affiliation_strings":["Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9400-1415","affiliations":[{"raw_affiliation_string":"Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043646485","display_name":"Shuai Tan","orcid":"https://orcid.org/0000-0001-9626-7831"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Tan","raw_affiliation_strings":["Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9626-7831","affiliations":[{"raw_affiliation_string":"Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006084228","display_name":"Bing Song","orcid":"https://orcid.org/0000-0003-1379-245X"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Song","raw_affiliation_strings":["Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-1379-245X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002718892","display_name":"Yang Tao","orcid":"https://orcid.org/0000-0002-5058-8899"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Tao","raw_affiliation_strings":["Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-5058-8899","affiliations":[{"raw_affiliation_string":"Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101422550"],"corresponding_institution_ids":["https://openalex.org/I143593769"],"apc_list":null,"apc_paid":null,"fwci":3.1227,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.91938548,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"72","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9763000011444092,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.9650999903678894,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6792686581611633},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6170802712440491},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.531568169593811},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4356389045715332},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3971981406211853},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37254732847213745},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32493704557418823},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.17618298530578613}],"concepts":[{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6792686581611633},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6170802712440491},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.531568169593811},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4356389045715332},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3971981406211853},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37254732847213745},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32493704557418823},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.17618298530578613},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2023.3315352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3315352","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1303259276","display_name":null,"funder_award_id":"62103149","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3260839939","display_name":null,"funder_award_id":"62073140","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6435339633","display_name":null,"funder_award_id":"2020YFC1522505","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7302835137","display_name":null,"funder_award_id":"2020YFC1522502","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G80225601","display_name":null,"funder_award_id":"62073141","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8716484130","display_name":null,"funder_award_id":"21QA1401800","funder_id":"https://openalex.org/F4320327803","funder_display_name":"Shanghai Rising-Star Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327803","display_name":"Shanghai Rising-Star Program","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1990067914","https://openalex.org/W2004186751","https://openalex.org/W2070188654","https://openalex.org/W2091756592","https://openalex.org/W2130166249","https://openalex.org/W2135663228","https://openalex.org/W2143288231","https://openalex.org/W2442657908","https://openalex.org/W2517333941","https://openalex.org/W2548146996","https://openalex.org/W2580937131","https://openalex.org/W2595481439","https://openalex.org/W2608089442","https://openalex.org/W3022757405","https://openalex.org/W3033399486","https://openalex.org/W3035243705","https://openalex.org/W3082502178","https://openalex.org/W3092008631","https://openalex.org/W3109469345","https://openalex.org/W3110510730","https://openalex.org/W3135695944","https://openalex.org/W3156528735","https://openalex.org/W4200312990","https://openalex.org/W4205322136","https://openalex.org/W4205930708","https://openalex.org/W4210679789","https://openalex.org/W4220785625","https://openalex.org/W4281631600","https://openalex.org/W4285040511","https://openalex.org/W4288370377","https://openalex.org/W4318954093","https://openalex.org/W6726873649","https://openalex.org/W6736685754"],"related_works":["https://openalex.org/W86946229","https://openalex.org/W3009843762","https://openalex.org/W2054360660","https://openalex.org/W1998491546","https://openalex.org/W2913439950","https://openalex.org/W3097589262","https://openalex.org/W2127402788","https://openalex.org/W2621186724","https://openalex.org/W2940605507","https://openalex.org/W1657673378"],"abstract_inverted_index":{"The":[0],"condition":[1],"of":[2,14,91],"sensors":[3,24],"is":[4],"critical":[5],"to":[6,74,134],"ensure":[7],"the":[8,76,89,92,108,113,127],"safe":[9],"operation":[10],"and":[11,20,44,54,70,87,112,122,130,140],"product":[12],"quality":[13],"industrial":[15],"processes,":[16],"but":[17],"fault":[18,52,83,138],"detection":[19,53,84,120,139],"diagnosis":[21,123],"techniques":[22],"for":[23,49],"have":[25],"received":[26],"little":[27],"attention.":[28],"To":[29],"alleviate":[30],"this":[31],"problem,":[32],"we":[33,100],"introduce":[34],"a":[35,61,96],"novel":[36],"deep-learning":[37],"(DL)":[38],"framework":[39],"that":[40,126],"combines":[41],"process":[42,50,58],"knowledge":[43,59,129],"graph":[45,66,131],"convolutional":[46],"networks":[47,68],"(KDGCNs)":[48],"sensor":[51,82,94,104,137],"diagnosis.":[55,141],"We":[56,80],"inject":[57],"into":[60],"data-based":[62],"modeling":[63],"approach":[64],"through":[65],"neural":[67],"(GNNs)":[69],"use":[71],"attention":[72],"mechanisms":[73],"model":[75],"dependencies":[77],"between":[78],"sensors.":[79],"implement":[81],"using":[85,95],"residuals":[86],"determine":[88],"location":[90],"faulty":[93],"directed":[97],"graph.":[98],"Finally,":[99],"set":[101],"up":[102],"several":[103],"faults":[105],"based":[106],"on":[107],"Tennessee":[109],"Eastman":[110],"simulation,":[111],"KDGCN":[114],"shows":[115],"satisfactory":[116],"performance":[117],"in":[118],"both":[119],"rate":[121],"results,":[124],"indicating":[125],"injected":[128],"structure":[132],"help":[133],"achieve":[135],"accurate":[136]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":5}],"updated_date":"2026-06-02T09:04:35.204637","created_date":"2025-10-10T00:00:00"}