{"id":"https://openalex.org/W4312730910","doi":"https://doi.org/10.1109/tim.2022.3213016","title":"MMFNet: Multisensor Data and Multiscale Feature Fusion Model for Intelligent Cross-Domain Machinery Fault Diagnosis","display_name":"MMFNet: Multisensor Data and Multiscale Feature Fusion Model for Intelligent Cross-Domain Machinery Fault Diagnosis","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312730910","doi":"https://doi.org/10.1109/tim.2022.3213016"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2022.3213016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3213016","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/A5100736675","display_name":"Yongchao Zhang","orcid":"https://orcid.org/0000-0001-5892-3391"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I4405260628","display_name":"University of British Columbia, Okanagan Campus","ror":"https://ror.org/04241wz75","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490","https://openalex.org/I4405260628"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Yongchao Zhang","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China","School of Engineering, University of British Columbia, Kelowna, Canada"],"raw_orcid":"https://orcid.org/0000-0001-5892-3391","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]},{"raw_affiliation_string":"School of Engineering, University of British Columbia, Kelowna, Canada","institution_ids":["https://openalex.org/I141945490","https://openalex.org/I4405260628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079329106","display_name":"Ke Feng","orcid":"https://orcid.org/0000-0003-2338-5161"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I4405260628","display_name":"University of British Columbia, Okanagan Campus","ror":"https://ror.org/04241wz75","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490","https://openalex.org/I4405260628"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ke Feng","raw_affiliation_strings":["School of Engineering, University of British Columbia, Kelowna, Canada"],"raw_orcid":"https://orcid.org/0000-0003-2338-5161","affiliations":[{"raw_affiliation_string":"School of Engineering, University of British Columbia, Kelowna, Canada","institution_ids":["https://openalex.org/I141945490","https://openalex.org/I4405260628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086677714","display_name":"Hui Ma","orcid":"https://orcid.org/0000-0002-9812-0806"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Ma","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-9812-0806","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017591415","display_name":"Kun Yu","orcid":"https://orcid.org/0000-0001-7587-8027"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Yu","raw_affiliation_strings":["School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7587-8027","affiliations":[{"raw_affiliation_string":"School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081838860","display_name":"Zhaohui Ren","orcid":"https://orcid.org/0000-0002-1390-1348"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaohui Ren","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-1390-1348","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100423697","display_name":"Zheng Liu","orcid":"https://orcid.org/0000-0002-7241-3483"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I4405260628","display_name":"University of British Columbia, Okanagan Campus","ror":"https://ror.org/04241wz75","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490","https://openalex.org/I4405260628"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zheng Liu","raw_affiliation_strings":["School of Engineering, University of British Columbia, Kelowna, Canada"],"raw_orcid":"https://orcid.org/0000-0002-7241-3483","affiliations":[{"raw_affiliation_string":"School of Engineering, University of British Columbia, Kelowna, Canada","institution_ids":["https://openalex.org/I141945490","https://openalex.org/I4405260628"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.9175,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.9780464,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"71","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9988999962806702,"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":0.9988999962806702,"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/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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":0.9898999929428101,"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/sensor-fusion","display_name":"Sensor fusion","score":0.6732228994369507},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6397740840911865},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.6325535178184509},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5972955226898193},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5535260438919067},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5102062225341797},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47045814990997314},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.41225191950798035},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3581351339817047},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3183334469795227}],"concepts":[{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.6732228994369507},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6397740840911865},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.6325535178184509},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5972955226898193},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5535260438919067},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5102062225341797},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47045814990997314},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.41225191950798035},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3581351339817047},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3183334469795227},{"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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2022.3213016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3213016","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/G8004570161","display_name":null,"funder_award_id":"202106080066","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"}],"funders":[{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W2125556102","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2625352931","https://openalex.org/W2734669076","https://openalex.org/W2735544324","https://openalex.org/W2751313953","https://openalex.org/W2810292802","https://openalex.org/W2903917280","https://openalex.org/W2904218127","https://openalex.org/W2990705538","https://openalex.org/W2994615081","https://openalex.org/W2998506103","https://openalex.org/W3006342871","https://openalex.org/W3009747427","https://openalex.org/W3010877614","https://openalex.org/W3023811911","https://openalex.org/W3025171967","https://openalex.org/W3037611653","https://openalex.org/W3045459667","https://openalex.org/W3060850527","https://openalex.org/W3106901053","https://openalex.org/W3122347867","https://openalex.org/W3126822198","https://openalex.org/W3149994345","https://openalex.org/W3192807145","https://openalex.org/W3197058104","https://openalex.org/W3198038800","https://openalex.org/W3201753566","https://openalex.org/W3209651137","https://openalex.org/W3209861741","https://openalex.org/W3213159297","https://openalex.org/W3217212503","https://openalex.org/W4206270773","https://openalex.org/W4206612301","https://openalex.org/W4206819248","https://openalex.org/W4210940432","https://openalex.org/W4220761410","https://openalex.org/W4225517134","https://openalex.org/W4226172863","https://openalex.org/W4285151592","https://openalex.org/W4285213432","https://openalex.org/W4288032326","https://openalex.org/W4295705264","https://openalex.org/W6639480849","https://openalex.org/W6739901393","https://openalex.org/W6800249544"],"related_works":["https://openalex.org/W3000097931","https://openalex.org/W2354322770","https://openalex.org/W4237547500","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W1537496349","https://openalex.org/W4243305035","https://openalex.org/W2379407973","https://openalex.org/W2125195795"],"abstract_inverted_index":{"Although":[0],"cross-domain":[1,53,79,146],"fault":[2,11,48,80,166,190],"diagnosis":[3,49,81,167],"has":[4],"received":[5],"much":[6],"attention":[7],"in":[8,63],"intelligent":[9],"mechanical":[10],"diagnosis,":[12],"most":[13],"existing":[14,52],"methods":[15,54],"only":[16],"achieve":[17,78,128],"knowledge":[18],"transfer":[19],"within":[20],"the":[21,47,94,107,129,133,137,149,152,181,186],"data":[22,68],"from":[23,154],"a":[24,28,45,66,87,112,163,176],"single":[25],"sensor.":[26],"For":[27],"complex":[29,108,177],"industrial":[30],"system,":[31],"multiple":[32,155],"sensors":[33,156],"are":[34],"usually":[35],"required":[36],"to":[37,77,99,123],"monitor":[38],"its":[39],"operating":[40],"conditions":[41],"coordinately.":[42],"In":[43],"such":[44],"situation,":[46],"capability":[50],"of":[51,106,132,173,185],"might":[55],"be":[56,158,169],"impaired":[57],"significantly.":[58],"To":[59],"address":[60],"this":[61,64],"issue,":[62],"article,":[65],"multisensor":[67,83,144],"and":[69,103,117,127,183],"multiscale":[70,88,114,125],"feature":[71,89],"fusion":[72,116],"network":[73],"(MMFNet)":[74],"is":[75,97,121,141],"proposed":[76,138,187],"using":[82],"data.":[84,135],"More":[85],"specifically,":[86],"extraction":[90],"module":[91,120],"based":[92],"on":[93,175],"pyramid":[95],"principle":[96],"designed":[98],"fuse":[100,124],"both":[101],"deep":[102],"shallow":[104],"features":[105,115,126,145,153],"raw":[109],"signal.":[110],"Then,":[111],"Transformer-based":[113],"domain":[118,130],"adaptation":[119],"developed":[122,150],"invariant":[131],"sensor":[134],"Finally,":[136],"transferable":[139],"Transformer":[140],"used":[142],"for":[143,189],"fusion.":[147],"With":[148],"MMFNet,":[151],"can":[157,168],"comprehensively":[159],"captured":[160],"so":[161],"that":[162],"more":[164],"accurate":[165],"achieved.":[170],"A":[171],"series":[172],"experiments":[174],"planetary":[178],"gearbox":[179],"demonstrate":[180],"effectiveness":[182],"practicability":[184],"method":[188],"diagnosis.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}