{"id":"https://openalex.org/W2741385306","doi":"https://doi.org/10.1109/tie.2017.2733501","title":"Fault Detection for Non-Gaussian Processes Using Generalized Canonical Correlation Analysis and Randomized Algorithms","display_name":"Fault Detection for Non-Gaussian Processes Using Generalized Canonical Correlation Analysis and Randomized Algorithms","publication_year":2017,"publication_date":"2017-07-31","ids":{"openalex":"https://openalex.org/W2741385306","doi":"https://doi.org/10.1109/tie.2017.2733501","mag":"2741385306"},"language":"en","primary_location":{"id":"doi:10.1109/tie.2017.2733501","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2017.2733501","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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Chen","raw_affiliation_strings":["School of Information Science and Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-4759-0904","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, 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 (AKS), University of Duisburg-Essen, Duisburg, Germany"],"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"]}]},{"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 Information Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, 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 Information Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100711522","display_name":"Weihua Gui","orcid":"https://orcid.org/0000-0003-0312-436X"},"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 Information Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":27.7744,"has_fulltext":false,"cited_by_count":315,"citation_normalized_percentile":{"value":0.99851563,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"65","issue":"2","first_page":"1559","last_page":"1567"},"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":0.9941999912261963,"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/T11236","display_name":"Control Systems and Identification","score":0.9642000198364258,"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/residual","display_name":"Residual","score":0.7167044878005981},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.7108490467071533},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.6722356677055359},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6047130823135376},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.5592280030250549},{"id":"https://openalex.org/keywords/linear-subspace","display_name":"Linear subspace","score":0.5198398232460022},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.4893292784690857},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.4629773497581482},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4454854726791382},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.42801207304000854},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4193590581417084},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.40377920866012573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17658105492591858}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.7167044878005981},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.7108490467071533},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.6722356677055359},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6047130823135376},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.5592280030250549},{"id":"https://openalex.org/C12362212","wikidata":"https://www.wikidata.org/wiki/Q728435","display_name":"Linear subspace","level":2,"score":0.5198398232460022},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.4893292784690857},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4629773497581482},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4454854726791382},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.42801207304000854},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4193590581417084},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.40377920866012573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17658105492591858},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"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.2017.2733501","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2017.2733501","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/G4756799772","display_name":null,"funder_award_id":"D1773-15","funder_id":"https://openalex.org/F4320308022","funder_display_name":"California Department of Fish and Game"},{"id":"https://openalex.org/G718217957","display_name":null,"funder_award_id":"61490702","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320308022","display_name":"California Department of Fish and Game","ror":"https://ror.org/02v6w2r95"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W108857541","https://openalex.org/W771331471","https://openalex.org/W1506806321","https://openalex.org/W1654016072","https://openalex.org/W1845002809","https://openalex.org/W1965634244","https://openalex.org/W1966863755","https://openalex.org/W1970537494","https://openalex.org/W1982724156","https://openalex.org/W1990283595","https://openalex.org/W1992546074","https://openalex.org/W1995846733","https://openalex.org/W1999935041","https://openalex.org/W2012914747","https://openalex.org/W2015574023","https://openalex.org/W2024616301","https://openalex.org/W2031329197","https://openalex.org/W2039839604","https://openalex.org/W2044535354","https://openalex.org/W2063698478","https://openalex.org/W2079441011","https://openalex.org/W2094734262","https://openalex.org/W2098815387","https://openalex.org/W2100590173","https://openalex.org/W2158958729","https://openalex.org/W2164377108","https://openalex.org/W2217088832","https://openalex.org/W2301441242","https://openalex.org/W2322097696","https://openalex.org/W2334600712","https://openalex.org/W2413579316","https://openalex.org/W2494112937","https://openalex.org/W2561084555","https://openalex.org/W2590252915","https://openalex.org/W2594639291","https://openalex.org/W3212877690","https://openalex.org/W4230727635","https://openalex.org/W4231197448","https://openalex.org/W4248979535","https://openalex.org/W4251645482","https://openalex.org/W4294968333","https://openalex.org/W6684217190"],"related_works":["https://openalex.org/W1565185441","https://openalex.org/W2391321755","https://openalex.org/W2896134808","https://openalex.org/W4211228991","https://openalex.org/W2949110394","https://openalex.org/W2353790329","https://openalex.org/W2279743781","https://openalex.org/W1968846550","https://openalex.org/W3103861421","https://openalex.org/W140666874"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"first":[4],"study":[5],"a":[6],"generalized":[7,72,88,133],"canonical":[8],"correlation":[9,58],"analysis":[10],"(CCA)-based":[11],"fault":[12,20],"detection":[13,125],"(FD)":[14],"method":[15,119],"aiming":[16],"at":[17],"maximizing":[18],"the":[19,49,57,66,71,76,80,87,91,95,103,117,124,131],"detectability":[21],"under":[22],"an":[23,83],"acceptable":[24],"false":[25],"alarm":[26],"rate.":[27],"More":[28],"specifically,":[29],"two":[30,50],"residual":[31,51],"signals":[32,52],"are":[33,53],"generated":[34],"for":[35],"detecting":[36],"of":[37,48,70,109],"faults":[38],"in":[39,128],"input":[40,60],"and":[41,61,100],"output":[42,62],"subspaces,":[43],"respectively.":[44],"The":[45,112],"minimum":[46],"covariances":[47],"achieved":[54,113],"by":[55],"taking":[56],"between":[59],"into":[63],"account.":[64],"Considering":[65],"limited":[67],"application":[68],"scope":[69],"CCA":[73,89],"due":[74],"to":[75,102,122],"Gaussian":[77],"assumption":[78],"on":[79,94],"process":[81],"noises,":[82],"FD":[84,135],"technique":[85],"combining":[86],"with":[90,130],"threshold-setting":[92],"based":[93],"randomized":[96],"algorithm":[97],"is":[98,120],"proposed":[99,118],"applied":[101],"simulated":[104],"traction":[105],"drive":[106],"control":[107],"system":[108],"high-speed":[110],"trains.":[111],"results":[114],"show":[115],"that":[116],"able":[121],"improve":[123],"performance":[126],"significantly":[127],"comparison":[129],"standard":[132],"CCA-based":[134],"method.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":32},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":41},{"year":2021,"cited_by_count":60},{"year":2020,"cited_by_count":59},{"year":2019,"cited_by_count":44},{"year":2018,"cited_by_count":35},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}