{"id":"https://openalex.org/W4392940427","doi":"https://doi.org/10.1109/tim.2024.3379402","title":"LAFICNN: A Novel Convolutional Adaptive Fusion Framework for Fault Diagnosis of Rotating Machinery","display_name":"LAFICNN: A Novel Convolutional Adaptive Fusion Framework for Fault Diagnosis of Rotating Machinery","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392940427","doi":"https://doi.org/10.1109/tim.2024.3379402"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3379402","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3379402","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/A5089556035","display_name":"Tianzhuang Yu","orcid":"https://orcid.org/0000-0002-9884-2446"},"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":true,"raw_author_name":"Tianzhuang Yu","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-9884-2446","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/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":"middle","author":{"id":"https://openalex.org/A5100736675","display_name":"Yongchao Zhang","orcid":"https://orcid.org/0000-0001-5892-3391"},"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":"Yongchao Zhang","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"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"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103027236","display_name":"Shihua Zhou","orcid":"https://orcid.org/0000-0002-4829-1404"},"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":"Shihua Zhou","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-4829-1404","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/A5101529112","display_name":"Zeyu Jiang","orcid":"https://orcid.org/0009-0006-8670-9046"},"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":"Zeyu Jiang","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0009-0006-8670-9046","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/A5116453076","display_name":"Xin Zhou","orcid":"https://orcid.org/0000-0001-5781-0889"},"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":"Xin Zhou","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0001-5781-0889","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering and Automation, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5089556035"],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":1.7937,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81552203,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.982200026512146,"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"}},"topics":[{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.982200026512146,"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"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9797999858856201,"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":0.9693999886512756,"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/fusion","display_name":"Fusion","score":0.6411639451980591},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5687891840934753},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5576667785644531},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.5040704011917114},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.48476070165634155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4210791289806366},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3281628489494324},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.32611989974975586},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3236011266708374},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.32279840111732483},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3060585558414459}],"concepts":[{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.6411639451980591},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5687891840934753},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5576667785644531},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.5040704011917114},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.48476070165634155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4210791289806366},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3281628489494324},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.32611989974975586},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3236011266708374},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.32279840111732483},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3060585558414459},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3379402","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3379402","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":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G1784884431","display_name":null,"funder_award_id":"2022-MS-125","funder_id":"https://openalex.org/F4320323086","funder_display_name":"Natural Science Foundation of Liaoning Province"},{"id":"https://openalex.org/G5926930151","display_name":null,"funder_award_id":"52275091","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323086","display_name":"Natural Science Foundation of Liaoning Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2010186890","https://openalex.org/W2194775991","https://openalex.org/W2887782657","https://openalex.org/W2946208493","https://openalex.org/W2956467153","https://openalex.org/W2982083293","https://openalex.org/W2995201943","https://openalex.org/W3007559859","https://openalex.org/W3015362700","https://openalex.org/W3018957240","https://openalex.org/W3025884834","https://openalex.org/W3081032406","https://openalex.org/W3093592106","https://openalex.org/W3094897602","https://openalex.org/W3177052299","https://openalex.org/W3187544793","https://openalex.org/W3192807145","https://openalex.org/W3213159297","https://openalex.org/W3215145458","https://openalex.org/W4224245375","https://openalex.org/W4226320920","https://openalex.org/W4280607228","https://openalex.org/W4285205488","https://openalex.org/W4285213432","https://openalex.org/W4293193615","https://openalex.org/W4309716341","https://openalex.org/W4309868896","https://openalex.org/W4312443924","https://openalex.org/W4312730910","https://openalex.org/W4320035132","https://openalex.org/W4322102361","https://openalex.org/W4360995522","https://openalex.org/W4381185947","https://openalex.org/W4382281483","https://openalex.org/W4388340785","https://openalex.org/W6675357634","https://openalex.org/W6846591497"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2353265673","https://openalex.org/W2031175860","https://openalex.org/W2152662039","https://openalex.org/W2145797872"],"abstract_inverted_index":{"CNN-based":[0],"approaches":[1],"have":[2],"been":[3],"widely":[4],"developed":[5],"and":[6,79,107],"applied":[7],"in":[8,23,102],"intelligent":[9],"diagnosis.":[10,166],"However,":[11],"only":[12],"some":[13],"CNN":[14],"models":[15,31],"make":[16],"sufficient":[17],"use":[18],"of":[19,77,88,142,191],"various":[20],"favorable":[21],"information":[22,101],"images,":[24],"limiting":[25],"adequate":[26],"feature":[27],"extraction.":[28],"Moreover,":[29],"existing":[30,187],"are":[32],"still":[33],"dominated":[34],"by":[35,155,180],"single-channel":[36,109],"types,":[37],"with":[38],"limited":[39],"multisensor":[40,164],"collaborative":[41,165],"diagnostic":[42,53],"framework":[43,54],"development.":[44],"To":[45],"alleviate":[46],"the":[47,75,81,85,99,103,143,147,151,157,160,178,186,192],"above":[48],"problems,":[49],"we":[50],"propose":[51],"a":[52,65,91,108,139,170,197],"called":[55],"lightweight":[56,110],"adaptive":[57,121],"fusion":[58,122],"improved":[59,111],"convolutional":[60,112],"neural":[61,113],"network":[62,114,144],"(LAFICNN).":[63],"Specifically,":[64],"global":[66],"spatial":[67,100],"attention":[68,83],"mechanism":[69],"is":[70,105,116,125,153,194],"first":[71],"developed,":[72],"which":[73,127],"considers":[74],"nature":[76],"images":[78],"enhances":[80],"model\u2019s":[82],"to":[84,133,162,182,185],"long-range":[86],"dependencies":[87],"signals.":[89],"Then,":[90],"novel":[92],"Conv":[93],"Block":[94],"that":[95,175],"can":[96,128],"better":[97],"utilize":[98],"image":[104],"designed,":[106],"(LICNN)":[115],"constructed.":[117],"In":[118],"addition,":[119],"an":[120],"module":[123],"(AFM)":[124],"proposed,":[126],"adaptively":[129],"assign":[130],"learnable":[131],"weights":[132],"features":[134],"from":[135],"different":[136],"branches":[137],"at":[138],"shallow":[140],"layer":[141],"without":[145],"increasing":[146],"training":[148],"parameters.":[149],"Finally,":[150],"LAFICNN":[152,176,193],"proposed":[154],"embedding":[156],"AFM":[158],"into":[159],"LICNN":[161],"realize":[163],"Experimental":[167],"results":[168],"on":[169],"rolling":[171],"bearing":[172],"dataset":[173],"show":[174],"improves":[177],"performance":[179],"0.8%":[181],"4.2%":[183],"compared":[184],"works.":[188],"The":[189],"stability":[190],"verified":[195],"using":[196],"gearbox":[198],"dataset.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
