{"id":"https://openalex.org/W3044930641","doi":"https://doi.org/10.1109/access.2020.3010272","title":"A Non-Contact Fault Diagnosis Method for Rolling Bearings Based on Acoustic Imaging and Convolutional Neural Networks","display_name":"A Non-Contact Fault Diagnosis Method for Rolling Bearings Based on Acoustic Imaging and Convolutional Neural Networks","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3044930641","doi":"https://doi.org/10.1109/access.2020.3010272","mag":"3044930641"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3010272","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010272","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09144221.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09144221.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065848808","display_name":"Ran Wang","orcid":"https://orcid.org/0000-0002-6524-9099"},"institutions":[{"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":false,"raw_author_name":"Ran Wang","raw_affiliation_strings":["College of Logistics Engineering, Shanghai Maritime University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-6524-9099","affiliations":[{"raw_affiliation_string":"College of Logistics Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101611198","display_name":"Fengkai Liu","orcid":"https://orcid.org/0009-0000-4465-8574"},"institutions":[{"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":false,"raw_author_name":"Fengkai Liu","raw_affiliation_strings":["College of Logistics Engineering, Shanghai Maritime University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Logistics Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074004808","display_name":"Fatao Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fatao Hou","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078457527","display_name":"Weikang Jiang","orcid":"https://orcid.org/0000-0002-7736-0990"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weikang Jiang","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079988692","display_name":"Qilin Hou","orcid":"https://orcid.org/0009-0006-8065-1074"},"institutions":[{"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":false,"raw_author_name":"Qilin Hou","raw_affiliation_strings":["College of Logistics Engineering, Shanghai Maritime University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Logistics Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091344843","display_name":"Longjing Yu","orcid":"https://orcid.org/0000-0002-2958-5116"},"institutions":[{"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":false,"raw_author_name":"Longjing Yu","raw_affiliation_strings":["College of Logistics Engineering, Shanghai Maritime University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Logistics Engineering, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.6525,"has_fulltext":true,"cited_by_count":59,"citation_normalized_percentile":{"value":0.93534633,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"132761","last_page":"132774"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9958000183105469,"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":0.9958000183105469,"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/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","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"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/fault","display_name":"Fault (geology)","score":0.7251906394958496},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7223697900772095},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6815199851989746},{"id":"https://openalex.org/keywords/microphone","display_name":"Microphone","score":0.6424480080604553},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.6144755482673645},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.5433031916618347},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5393625497817993},{"id":"https://openalex.org/keywords/superposition-principle","display_name":"Superposition principle","score":0.5197198390960693},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.48509228229522705},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42173439264297485},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.4210509955883026},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41936904191970825},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41629695892333984},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4117274880409241},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37167632579803467},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.12855440378189087},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08582502603530884},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08311322331428528},{"id":"https://openalex.org/keywords/sound-pressure","display_name":"Sound pressure","score":0.07831758260726929}],"concepts":[{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.7251906394958496},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7223697900772095},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6815199851989746},{"id":"https://openalex.org/C2778263558","wikidata":"https://www.wikidata.org/wiki/Q46384","display_name":"Microphone","level":3,"score":0.6424480080604553},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.6144755482673645},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.5433031916618347},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5393625497817993},{"id":"https://openalex.org/C27753989","wikidata":"https://www.wikidata.org/wiki/Q284885","display_name":"Superposition principle","level":2,"score":0.5197198390960693},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.48509228229522705},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42173439264297485},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.4210509955883026},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41936904191970825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41629695892333984},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4117274880409241},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37167632579803467},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.12855440378189087},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08582502603530884},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08311322331428528},{"id":"https://openalex.org/C68115822","wikidata":"https://www.wikidata.org/wiki/Q1068172","display_name":"Sound pressure","level":2,"score":0.07831758260726929},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3010272","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010272","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09144221.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6e7148550200480f85cf5f030084c021","is_oa":true,"landing_page_url":"https://doaj.org/article/6e7148550200480f85cf5f030084c021","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 132761-132774 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3010272","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010272","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09144221.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G312214656","display_name":null,"funder_award_id":"51505277","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"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3044930641.pdf","grobid_xml":"https://content.openalex.org/works/W3044930641.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1897402798","https://openalex.org/W1964511482","https://openalex.org/W1968676560","https://openalex.org/W1971248069","https://openalex.org/W1985110006","https://openalex.org/W1990381576","https://openalex.org/W1994221601","https://openalex.org/W2017440081","https://openalex.org/W2020851226","https://openalex.org/W2022255222","https://openalex.org/W2023472892","https://openalex.org/W2066980082","https://openalex.org/W2076971300","https://openalex.org/W2078140646","https://openalex.org/W2084954800","https://openalex.org/W2091666417","https://openalex.org/W2112796928","https://openalex.org/W2162383263","https://openalex.org/W2287029277","https://openalex.org/W2595657631","https://openalex.org/W2618992680","https://openalex.org/W2724573302","https://openalex.org/W2768753204","https://openalex.org/W2778801251","https://openalex.org/W2801723110","https://openalex.org/W2810292802","https://openalex.org/W2891044424","https://openalex.org/W2903052680","https://openalex.org/W2905166565","https://openalex.org/W2910872529","https://openalex.org/W2945036947","https://openalex.org/W2962715736","https://openalex.org/W2969690716","https://openalex.org/W2995279030","https://openalex.org/W3008309516","https://openalex.org/W3011077548","https://openalex.org/W3021972511","https://openalex.org/W3030249348","https://openalex.org/W6765598805"],"related_works":["https://openalex.org/W4308749380","https://openalex.org/W2037841693","https://openalex.org/W2372481764","https://openalex.org/W1977264433","https://openalex.org/W2746368218","https://openalex.org/W4308448008","https://openalex.org/W2347371661","https://openalex.org/W2012943989","https://openalex.org/W3005471417","https://openalex.org/W2287286086"],"abstract_inverted_index":{"Rolling":[0],"bearing":[1,50,142],"fault":[2,29,51,125,143],"diagnosis":[3,9,30,126,195],"is":[4,13,72,78,92,138],"conventionally":[5],"performed":[6,93],"by":[7,86],"vibration-based":[8],"(VBD).":[10],"However,":[11,40],"VBD":[12],"restrained":[14],"in":[15,49,119,154],"some":[16],"cases":[17],"because":[18],"vibration":[19],"measurement":[20,37],"usually":[21],"requires":[22],"the":[23,26,33,82,95,106,110,120,133,148,161,164,177,182,185],"contact":[24],"with":[25,94,169],"machine.":[27],"Acoustical-based":[28],"(ABD)":[31],"has":[32,42],"advantage":[34],"of":[35,109,150,163,184],"non-contact":[36,58],"over":[38],"VBD.":[39],"ABD":[41,59,156,166,172,187],"received":[43],"little":[44],"attention":[45],"and":[46,67,127,189,193],"rarely":[47],"applied":[48,139],"diagnosis.":[52],"In":[53],"this":[54],"paper,":[55],"a":[56,75,115],"new":[57,116],"method":[60,98,179],"for":[61,124],"rolling":[62,87],"bearings":[63],"using":[64],"acoustic":[65,83,90,102,111,121],"imaging":[66,91],"convolutional":[68],"neural":[69],"networks":[70],"(CNN)":[71],"proposed.":[73],"Firstly,":[74],"microphone":[76],"array":[77],"used":[79],"to":[80,131,140],"acquire":[81],"field":[84],"radiated":[85],"bearings.":[88],"Then,":[89],"wave":[96],"superposition":[97],"(WSM).":[99],"The":[100],"reconstructed":[101],"images":[103],"can":[104,146,180],"depict":[105],"spatial":[107,117],"distribution":[108],"field,":[112],"which":[113,145],"add":[114],"dimension":[118],"data":[122],"representation":[123],"makes":[128],"it":[129],"possible":[130],"localize":[132],"sound":[134],"sources.":[135],"Finally,":[136],"CNN":[137],"accomplish":[141],"diagnosis,":[144],"overcome":[147],"problems":[149],"handcrafted":[151],"feature":[152],"extraction":[153],"traditional":[155],"methods.":[157],"Experimental":[158],"results":[159],"verify":[160],"effectiveness":[162],"proposed":[165,178],"method.":[167],"Comparisons":[168],"peer":[170],"state-of-the-art":[171],"methods":[173],"further":[174],"validate":[175],"that":[176],"mitigate":[181],"drawbacks":[183],"existing":[186],"methods,":[188],"obtain":[190],"more":[191],"accurate":[192],"reliable":[194],"results.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
