{"id":"https://openalex.org/W2608273225","doi":"https://doi.org/10.1109/tie.2017.2698422","title":"Data-Driven Distributed Local Fault Detection for Large-Scale Processes Based on the GA-Regularized Canonical Correlation Analysis","display_name":"Data-Driven Distributed Local Fault Detection for Large-Scale Processes Based on the GA-Regularized Canonical Correlation Analysis","publication_year":2017,"publication_date":"2017-04-27","ids":{"openalex":"https://openalex.org/W2608273225","doi":"https://doi.org/10.1109/tie.2017.2698422","mag":"2608273225"},"language":"en","primary_location":{"id":"doi:10.1109/tie.2017.2698422","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2017.2698422","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"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 Industrial Electronics","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/A5033312589","display_name":"Qingchao Jiang","orcid":"https://orcid.org/0000-0002-3402-9018"},"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"]},{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Qingchao Jiang","raw_affiliation_strings":["Institute for Automatic Control and Complex Systems (AKS), University of Duisburg-Essen, Duisburg, Germany","Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Automatic Control and Complex Systems (AKS), University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]},{"raw_affiliation_string":"Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai, P.R. China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046071840","display_name":"Steven X. Ding","orcid":"https://orcid.org/0000-0002-5149-5918"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steven X. Ding","raw_affiliation_strings":["Institute for Automatic Control and Complex System, University of Duisburg-Essen, Duisburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Automatic Control and Complex System, University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047341008","display_name":"Yang Wang","orcid":"https://orcid.org/0000-0001-7562-1803"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Wang","raw_affiliation_strings":["School of Electric Engineering, Shanghai Dianji University, Shanghai, China","School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electric Engineering, Shanghai Dianji University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]},{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000809799","display_name":"Xuefeng Yan","orcid":"https://orcid.org/0000-0001-5622-8686"},"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":"Xuefeng Yan","raw_affiliation_strings":["Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.837,"has_fulltext":false,"cited_by_count":121,"citation_normalized_percentile":{"value":0.9889921,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"64","issue":"10","first_page":"8148","last_page":"8157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":1.0,"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":1.0,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9965000152587891,"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/T11236","display_name":"Control Systems and Identification","score":0.9927999973297119,"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/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.75658118724823},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.7111946940422058},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5971964001655579},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5786476731300354},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5469695329666138},{"id":"https://openalex.org/keywords/statistic","display_name":"Statistic","score":0.524612307548523},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5191256403923035},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.452612966299057},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34944668412208557},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3180394768714905},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18207362294197083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16881167888641357},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08542710542678833}],"concepts":[{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.75658118724823},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.7111946940422058},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5971964001655579},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5786476731300354},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5469695329666138},{"id":"https://openalex.org/C89128539","wikidata":"https://www.wikidata.org/wiki/Q1949963","display_name":"Statistic","level":2,"score":0.524612307548523},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5191256403923035},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.452612966299057},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34944668412208557},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3180394768714905},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18207362294197083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16881167888641357},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08542710542678833},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tie.2017.2698422","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2017.2698422","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"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 Industrial Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2620557546","display_name":null,"funder_award_id":"61603138","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G510806226","display_name":null,"funder_award_id":"222201714027","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6090383080","display_name":null,"funder_award_id":"222201717006","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320308269","display_name":"Alexander von Humboldt-Stiftung","ror":"https://ror.org/012kf4317"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1964109643","https://openalex.org/W1969579199","https://openalex.org/W1978994389","https://openalex.org/W2004186751","https://openalex.org/W2008301400","https://openalex.org/W2008616192","https://openalex.org/W2014441923","https://openalex.org/W2044610659","https://openalex.org/W2049740619","https://openalex.org/W2052828853","https://openalex.org/W2057591286","https://openalex.org/W2057904183","https://openalex.org/W2058205456","https://openalex.org/W2059119683","https://openalex.org/W2063823978","https://openalex.org/W2068902141","https://openalex.org/W2071813447","https://openalex.org/W2103054970","https://openalex.org/W2112575081","https://openalex.org/W2121820607","https://openalex.org/W2125859607","https://openalex.org/W2126702084","https://openalex.org/W2137922462","https://openalex.org/W2142535750","https://openalex.org/W2147703419","https://openalex.org/W2158958729","https://openalex.org/W2166042538","https://openalex.org/W2169347809","https://openalex.org/W2169488608","https://openalex.org/W2191411908","https://openalex.org/W2201427885","https://openalex.org/W2217088832","https://openalex.org/W2289669463","https://openalex.org/W2301441242","https://openalex.org/W2316093926","https://openalex.org/W2494112937","https://openalex.org/W2518835065","https://openalex.org/W2554364913","https://openalex.org/W2904514474","https://openalex.org/W2905060314","https://openalex.org/W4245241719","https://openalex.org/W4248979535","https://openalex.org/W4249625715","https://openalex.org/W4298870207","https://openalex.org/W6642591963"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W1565185441","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W1968846550","https://openalex.org/W2130974462","https://openalex.org/W302711736","https://openalex.org/W4385301753","https://openalex.org/W2171501125","https://openalex.org/W2617234683"],"abstract_inverted_index":{"Large-scale":[0],"processes":[1,10,25],"have":[2],"become":[3],"common,":[4],"and":[5,29,76,104,112,132,143],"fault":[6,20,41,84,91,95,123],"detection":[7,21,42,85,96,124],"for":[8,23,86,97],"such":[9],"is":[11,50,73,79,126],"imperative.":[12],"This":[13],"work":[14],"studies":[15],"the":[16,47,62,66,87,105,133,141,146],"data-driven":[17],"distributed":[18,39,90,122],"local":[19,40,94],"problem":[22],"large-scale":[24],"with":[26,53,65],"interconnected":[27],"subsystems":[28,111],"develops":[30],"a":[31,115,129],"genetic":[32],"algorithm":[33],"(GA)-regularized":[34],"canonical":[35],"correlation":[36,64],"analysis":[37],"(CCA)-based":[38],"scheme.":[43],"For":[44],"each":[45,98],"subsystem,":[46],"GA-regularized":[48],"CCA":[49],"first":[51],"performed":[52],"its":[54,101,109],"all":[55],"coupled":[56,110],"systems,":[57],"which":[58],"aims":[59],"to":[60,81],"preserve":[61],"maximum":[63],"minimal":[67],"communication":[68],"cost.":[69],"A":[70],"CCA-based":[71,121],"residual":[72],"then":[74],"generated,":[75],"corresponding":[77],"statistic":[78],"constructed":[80],"achieve":[82],"optimal":[83],"subsystem.":[88],"The":[89,119],"detector":[92],"performs":[93],"subsystem":[99],"using":[100],"own":[102],"measurements":[103],"information":[106],"provided":[107],"by":[108],"therefore":[113],"exhibits":[114],"superior":[116],"monitoring":[117],"performance.":[118],"regularized":[120],"approach":[125],"tested":[127],"on":[128],"numerical":[130],"example":[131],"Tennessee":[134],"Eastman":[135],"benchmark":[136],"process.":[137],"Monitoring":[138],"results":[139],"indicate":[140],"efficiency":[142],"feasibility":[144],"of":[145],"proposed":[147],"approach.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":17},{"year":2019,"cited_by_count":22},{"year":2018,"cited_by_count":16},{"year":2017,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
