{"id":"https://openalex.org/W3023056142","doi":"https://doi.org/10.1109/tie.2020.2989708","title":"A Just-In-Time-Learning-Aided Canonical Correlation Analysis Method for Multimode Process Monitoring and Fault Detection","display_name":"A Just-In-Time-Learning-Aided Canonical Correlation Analysis Method for Multimode Process Monitoring and Fault Detection","publication_year":2020,"publication_date":"2020-04-28","ids":{"openalex":"https://openalex.org/W3023056142","doi":"https://doi.org/10.1109/tie.2020.2989708","mag":"3023056142"},"language":"en","primary_location":{"id":"doi:10.1109/tie.2020.2989708","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2020.2989708","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/A5100741331","display_name":"Zhiwen Chen","orcid":"https://orcid.org/0000-0002-4759-0904"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I4391767934","display_name":"State Key Laboratory of High Performance Complex Manufacturing","ror":"https://ror.org/04xjtqb36","country_code":null,"type":"facility","lineage":["https://openalex.org/I139660479","https://openalex.org/I4391767934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Chen","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China","State Key Laboratory of High Performance Complex Manufacturing in Changsha"],"raw_orcid":"https://orcid.org/0000-0002-4759-0904","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of High Performance Complex Manufacturing in Changsha","institution_ids":["https://openalex.org/I4391767934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046307850","display_name":"Chang Liu","orcid":"https://orcid.org/0000-0002-1674-2995"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Liu","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China","School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-1674-2995","affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"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 Systems, University of Duisburg-Essen, Duisburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5149-5918","affiliations":[{"raw_affiliation_string":"Institute for Automatic Control and Complex Systems, University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026259132","display_name":"Tao Peng","orcid":"https://orcid.org/0000-0002-7662-0471"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Peng","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-7662-0471","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108047088","display_name":"Chunhua Yang","orcid":"https://orcid.org/0000-0003-2550-1509"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhua Yang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-2550-1509","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100711520","display_name":"Weihua Gui","orcid":"https://orcid.org/0000-0002-5337-6445"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weihua Gui","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-5337-6445","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001471659","display_name":"Yuri A.W. Shardt","orcid":"https://orcid.org/0000-0002-9311-7739"},"institutions":[{"id":"https://openalex.org/I119449181","display_name":"Technische Universit\u00e4t Ilmenau","ror":"https://ror.org/01weqhp73","country_code":"DE","type":"education","lineage":["https://openalex.org/I119449181"]},{"id":"https://openalex.org/I4210157642","display_name":"Institute of Automation","ror":"https://ror.org/056qj1t15","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210157642","https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yuri A. W. Shardt","raw_affiliation_strings":["Institute of Automation and Systems Engineering, Technical University of Ilmenau, Ilmenau, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9311-7739","affiliations":[{"raw_affiliation_string":"Institute of Automation and Systems Engineering, Technical University of Ilmenau, Ilmenau, Germany","institution_ids":["https://openalex.org/I119449181","https://openalex.org/I4210157642"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.5362,"has_fulltext":false,"cited_by_count":154,"citation_normalized_percentile":{"value":0.99213333,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"68","issue":"6","first_page":"5259","last_page":"5270"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9998999834060669,"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":0.9998999834060669,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9779999852180481,"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/canonical-correlation","display_name":"Canonical correlation","score":0.8690258264541626},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7617576718330383},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.6483370065689087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6240131855010986},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6234785318374634},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5723768472671509},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5090410113334656},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4408321976661682},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4349016547203064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3740383982658386},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19000011682510376}],"concepts":[{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.8690258264541626},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7617576718330383},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.6483370065689087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6240131855010986},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6234785318374634},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5723768472671509},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5090410113334656},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4408321976661682},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4349016547203064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3740383982658386},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19000011682510376},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tie.2020.2989708","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2020.2989708","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/G2131894642","display_name":null,"funder_award_id":"61621062","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3934654941","display_name":null,"funder_award_id":"2019T120713","funder_id":"https://openalex.org/F4320322295","funder_display_name":"Postdoctoral Foundation of Hei Long Jiang Province"},{"id":"https://openalex.org/G394443590","display_name":null,"funder_award_id":"61790571","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4287684336","display_name":null,"funder_award_id":"61803390","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4575285459","display_name":null,"funder_award_id":"61773407","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6472059603","display_name":null,"funder_award_id":"2017TP1002","funder_id":"https://openalex.org/F4320336258","funder_display_name":"Hunan Provincial Key Laboratory of Traditional Chinese Medicine Diagnostics"},{"id":"https://openalex.org/G8359329637","display_name":null,"funder_award_id":"B17048","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322295","display_name":"Postdoctoral Foundation of Hei Long Jiang Province","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null},{"id":"https://openalex.org/F4320336258","display_name":"Hunan Provincial Key Laboratory of Traditional Chinese Medicine Diagnostics","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W108857541","https://openalex.org/W330408192","https://openalex.org/W1497960466","https://openalex.org/W1597576211","https://openalex.org/W1654016072","https://openalex.org/W1845002809","https://openalex.org/W1970537494","https://openalex.org/W1971806006","https://openalex.org/W1974620436","https://openalex.org/W1990283595","https://openalex.org/W1994505190","https://openalex.org/W2000905420","https://openalex.org/W2003516238","https://openalex.org/W2015436473","https://openalex.org/W2033266347","https://openalex.org/W2036887017","https://openalex.org/W2057283314","https://openalex.org/W2060776628","https://openalex.org/W2073447193","https://openalex.org/W2100028154","https://openalex.org/W2145114096","https://openalex.org/W2158225746","https://openalex.org/W2169347809","https://openalex.org/W2217088832","https://openalex.org/W2322097696","https://openalex.org/W2327122781","https://openalex.org/W2397478273","https://openalex.org/W2473060649","https://openalex.org/W2480336081","https://openalex.org/W2494112937","https://openalex.org/W2500141119","https://openalex.org/W2590252915","https://openalex.org/W2593600534","https://openalex.org/W2725587023","https://openalex.org/W2741385306","https://openalex.org/W2777815485","https://openalex.org/W2789634333","https://openalex.org/W2792853279","https://openalex.org/W2794298192","https://openalex.org/W2798255764","https://openalex.org/W2888907106","https://openalex.org/W2890401668","https://openalex.org/W2895200754","https://openalex.org/W2896451001","https://openalex.org/W2899149439","https://openalex.org/W2903070594","https://openalex.org/W2910119232","https://openalex.org/W2912687720","https://openalex.org/W2939985247","https://openalex.org/W4231197448","https://openalex.org/W6629823275"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W4247136043","https://openalex.org/W4312407344","https://openalex.org/W4384115502","https://openalex.org/W4226258012"],"abstract_inverted_index":{"In":[0],"this":[1],"article,":[2],"a":[3,51],"just-in-time-learning":[4],"(JITL)-aided":[5],"canonical":[6,22],"correlation":[7,23],"analysis":[8,24],"(CCA)":[9],"is":[10,63,78],"proposed":[11,76,102,115],"for":[12,58],"the":[13,56,66,70,75,93,96,101,114,134],"monitoring":[14],"and":[15,90,98],"fault":[16,26,126],"detection":[17,27,127],"of":[18,87,92,100,125],"multimode":[19],"processes.":[20,34],"A":[21],"(CCA)-based":[25],"method":[28,77,103,116],"has":[29,37,117],"been":[30],"applied":[31],"to":[32,68],"single-operating-mode":[33],"However,":[35],"CCA":[36,72],"limitations":[38,47],"in":[39,85,123,133],"handling":[40],"processes":[41],"with":[42,80],"multiple":[43],"operating":[44],"points.":[45],"These":[46],"are":[48,104],"illustrated":[49],"by":[50],"numerical":[52],"example.":[53],"To":[54],"reduce":[55],"time":[57],"searching":[59],"relevant":[60],"data,":[61],"K-means":[62],"integrated":[64],"into":[65],"JITL":[67],"build":[69],"local":[71],"model.":[73],"Furthermore,":[74],"compared":[79],"commonly":[81],"used":[82],"kernel-based":[83],"methods":[84,122],"terms":[86,124],"computational":[88],"complexity":[89],"interpretability":[91],"results.":[94],"Finally,":[95],"validity":[97],"efficacy":[99],"shown":[105],"using":[106],"an":[107],"industrial":[108],"benchmark":[109],"process.":[110],"Results":[111],"show":[112],"that":[113],"better":[118],"performance":[119],"than":[120],"conventional":[121],"rate":[128],"while":[129],"still":[130],"tracking":[131],"changes":[132],"system.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":33},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":37},{"year":2021,"cited_by_count":24},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}