{"id":"https://openalex.org/W3042166417","doi":"https://doi.org/10.1177/0959651820933380","title":"Fault diagnosis based on deep learning by extracting inherent common feature of multi-source heterogeneous data","display_name":"Fault diagnosis based on deep learning by extracting inherent common feature of multi-source heterogeneous data","publication_year":2020,"publication_date":"2020-07-10","ids":{"openalex":"https://openalex.org/W3042166417","doi":"https://doi.org/10.1177/0959651820933380","mag":"3042166417"},"language":"en","primary_location":{"id":"doi:10.1177/0959651820933380","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0959651820933380","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","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/A5079950677","display_name":"Funa Zhou","orcid":"https://orcid.org/0000-0003-3592-9664"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]},{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Funa Zhou","raw_affiliation_strings":["Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","School of Computer and Information Engineering, Henan University, Kaifeng, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086263105","display_name":"Shuai Yang","orcid":"https://orcid.org/0000-0001-8836-4236"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuai Yang","raw_affiliation_strings":["School of Computer and Information Engineering, Henan University, Kaifeng, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027510147","display_name":"Yifan He","orcid":"https://orcid.org/0000-0002-6000-3946"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan He","raw_affiliation_strings":["School of Computer and Information Engineering, Henan University, Kaifeng, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049901822","display_name":"Danmin Chen","orcid":"https://orcid.org/0000-0003-3133-8277"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danmin Chen","raw_affiliation_strings":["School of Software, Henan University, Kaifeng, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086718724","display_name":"Chenglin Wen","orcid":"https://orcid.org/0000-0003-2471-2849"},"institutions":[{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenglin Wen","raw_affiliation_strings":["Institute of Automation, Hangzhou Dianzi University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Institute of Automation, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025","https://openalex.org/I4210094879"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5079950677","https://openalex.org/A5086263105"],"corresponding_institution_ids":["https://openalex.org/I173899330","https://openalex.org/I96733725"],"apc_list":null,"apc_paid":null,"fwci":0.8827,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.7356994,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"235","issue":"10","first_page":"1858","last_page":"1872"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9980000257492065,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9980000257492065,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9962000250816345,"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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","display_name":"Fault (geology)","score":0.7405369877815247},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7063419818878174},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6865888237953186},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6558721661567688},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5887591242790222},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.52744060754776},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4997406005859375},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4939892888069153},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.49353206157684326},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47261571884155273},{"id":"https://openalex.org/keywords/deep-belief-network","display_name":"Deep belief network","score":0.45931321382522583},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.45882415771484375},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.45543158054351807},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4374812841415405},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41912567615509033}],"concepts":[{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.7405369877815247},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7063419818878174},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6865888237953186},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6558721661567688},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5887591242790222},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.52744060754776},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4997406005859375},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4939892888069153},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.49353206157684326},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47261571884155273},{"id":"https://openalex.org/C97385483","wikidata":"https://www.wikidata.org/wiki/Q16954980","display_name":"Deep belief network","level":3,"score":0.45931321382522583},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.45882415771484375},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.45543158054351807},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4374812841415405},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41912567615509033},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/0959651820933380","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0959651820933380","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1541392186","https://openalex.org/W1597576211","https://openalex.org/W1780900385","https://openalex.org/W1970537494","https://openalex.org/W1974225813","https://openalex.org/W2059518577","https://openalex.org/W2063922127","https://openalex.org/W2219903032","https://openalex.org/W2404692435","https://openalex.org/W2480364715","https://openalex.org/W2485614840","https://openalex.org/W2520169384","https://openalex.org/W2564938190","https://openalex.org/W2594332903","https://openalex.org/W2733093374","https://openalex.org/W2734981343","https://openalex.org/W2735326783","https://openalex.org/W2736470268","https://openalex.org/W2744686084","https://openalex.org/W2768753204","https://openalex.org/W2773366193","https://openalex.org/W2804964124","https://openalex.org/W2898760173","https://openalex.org/W2906119173","https://openalex.org/W2906417655","https://openalex.org/W2940787893","https://openalex.org/W2945118073","https://openalex.org/W2968367246","https://openalex.org/W2971396385","https://openalex.org/W2971808039"],"related_works":["https://openalex.org/W2585432886","https://openalex.org/W2165991108","https://openalex.org/W3082895349","https://openalex.org/W2565516711","https://openalex.org/W3004069267","https://openalex.org/W4327774331","https://openalex.org/W3136021864","https://openalex.org/W3135822842","https://openalex.org/W2572334665","https://openalex.org/W2248239756"],"abstract_inverted_index":{"Fault":[0],"diagnosis":[1,26,68,74,169,176],"can":[2,136,148],"provide":[3],"a":[4,83,91],"basic":[5],"guarantee":[6],"for":[7,64,172],"safe":[8],"operation":[9],"of":[10,24,28,53,61,106,144,157,165,180],"industrial":[11],"equipment.":[12],"Deep":[13],"learning":[14,37,66,167],"has":[15],"attracted":[16],"much":[17],"attention":[18],"from":[19,44,103],"experts":[20],"in":[21,72,117],"the":[22,50,54,113,134,158,163,178,181],"field":[23],"fault":[25,67,168,175],"because":[27],"its":[29],"powerful":[30],"feature":[31,43,86],"representation":[32],"ability.":[33],"But":[34],"traditional":[35],"deep":[36,65,84,141,166],"methods":[38],"cannot":[39],"well":[40,150],"extract":[41],"common":[42,85,142],"multi-source":[45,145],"heterogeneous":[46,62,107,146],"data":[47,63,108,147],"which":[48,161],"is":[49,130],"inherent":[51],"character":[52],"monitored":[55],"object.":[56],"Using":[57],"only":[58],"one":[59],"kind":[60],"will":[69],"inevitably":[70],"result":[71],"poor":[73],"accuracy.":[75],"Aiming":[76],"at":[77],"this":[78,80],"problem,":[79],"article":[81],"proposes":[82],"extraction":[87],"method":[88],"by":[89,127,152],"designing":[90],"fusion":[92,115,159],"network":[93,116],"with":[94],"alternating":[95,153],"optimization":[96,120,129,154],"mechanism.":[97],"The":[98,140],"rough":[99],"features":[100,143],"extracted":[101,151],"independently":[102],"two":[104],"kinds":[105],"are":[109],"used":[110],"to":[111],"train":[112],"designed":[114],"an":[118],"alternative":[119,128],"way.":[121],"A":[122],"new":[123],"loss":[124],"function":[125],"required":[126],"established;":[131],"thus,":[132],"all":[133],"networks":[135],"be":[137,149],"tuned":[138],"globally.":[139],"training":[155],"process":[156],"network,":[160],"improves":[162],"accuracy":[164],"method.":[170],"Experiments":[171],"rolling":[173],"bearings":[174],"testify":[177],"effectiveness":[179],"proposed":[182],"algorithm.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
