{"id":"https://openalex.org/W2997353220","doi":"https://doi.org/10.1109/access.2019.2963092","title":"Deep Learning-Based Intelligent Fault Diagnosis Methods Toward Rotating Machinery","display_name":"Deep Learning-Based Intelligent Fault Diagnosis Methods Toward Rotating Machinery","publication_year":2019,"publication_date":"2019-12-30","ids":{"openalex":"https://openalex.org/W2997353220","doi":"https://doi.org/10.1109/access.2019.2963092","mag":"2997353220"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2963092","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2963092","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08945322.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/ielx7/6287639/8948470/08945322.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007263180","display_name":"Shengnan Tang","orcid":"https://orcid.org/0000-0002-6417-0143"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengnan Tang","raw_affiliation_strings":["National Research Center of Pumps, Jiangsu University, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0002-6417-0143","affiliations":[{"raw_affiliation_string":"National Research Center of Pumps, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070288761","display_name":"Shouqi Yuan","orcid":"https://orcid.org/0000-0001-6128-6899"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouqi Yuan","raw_affiliation_strings":["National Research Center of Pumps, Jiangsu University, Zhenjiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Research Center of Pumps, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017180879","display_name":"Yong Zhu","orcid":"https://orcid.org/0000-0001-6217-088X"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Zhu","raw_affiliation_strings":["National Research Center of Pumps, Jiangsu University, Zhenjiang, China","State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Research Center of Pumps, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]},{"raw_affiliation_string":"State Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"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":14.699,"has_fulltext":true,"cited_by_count":309,"citation_normalized_percentile":{"value":0.99443351,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"9335","last_page":"9346"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9987999796867371,"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/T13050","display_name":"Oil and Gas Production Techniques","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/computer-science","display_name":"Computer science","score":0.7096237540245056},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5208878517150879},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47526973485946655},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46772778034210205},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32851600646972656},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.08659893274307251}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7096237540245056},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5208878517150879},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47526973485946655},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46772778034210205},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32851600646972656},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.08659893274307251},{"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.2019.2963092","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2963092","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08945322.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:5f34185a271042e2958d4f1eac50420e","is_oa":true,"landing_page_url":"https://doaj.org/article/5f34185a271042e2958d4f1eac50420e","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 9335-9346 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2963092","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2963092","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08945322.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":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.47999998927116394}],"awards":[{"id":"https://openalex.org/G1435849103","display_name":null,"funder_award_id":"BK20170548","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G2086197856","display_name":null,"funder_award_id":"51779107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5518920566","display_name":null,"funder_award_id":"GZKF-201905","funder_id":"https://openalex.org/F4320326951","funder_display_name":"State Key Laboratory of Fluid Power and Mechatronic Systems"},{"id":"https://openalex.org/G6688717253","display_name":null,"funder_award_id":"2019YFB2005200","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7762024043","display_name":null,"funder_award_id":"51805214","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G849354422","display_name":null,"funder_award_id":"2019M651722","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321410","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326951","display_name":"State Key Laboratory of Fluid Power and Mechatronic Systems","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2997353220.pdf","grobid_xml":"https://content.openalex.org/works/W2997353220.grobid-xml"},"referenced_works_count":133,"referenced_works":["https://openalex.org/W1150061261","https://openalex.org/W1507417347","https://openalex.org/W1545554881","https://openalex.org/W1597576211","https://openalex.org/W1605077306","https://openalex.org/W1739880322","https://openalex.org/W1790534215","https://openalex.org/W1916649859","https://openalex.org/W1972368716","https://openalex.org/W1991723619","https://openalex.org/W1998092191","https://openalex.org/W2007200746","https://openalex.org/W2009517014","https://openalex.org/W2028119131","https://openalex.org/W2030649852","https://openalex.org/W2033800551","https://openalex.org/W2049550263","https://openalex.org/W2053741029","https://openalex.org/W2060512336","https://openalex.org/W2071908367","https://openalex.org/W2073737879","https://openalex.org/W2074436702","https://openalex.org/W2074724805","https://openalex.org/W2076063813","https://openalex.org/W2081102568","https://openalex.org/W2095307887","https://openalex.org/W2095685832","https://openalex.org/W2100495367","https://openalex.org/W2126584714","https://openalex.org/W2127136782","https://openalex.org/W2142972503","https://openalex.org/W2143612262","https://openalex.org/W2160815625","https://openalex.org/W2161381512","https://openalex.org/W2161700699","https://openalex.org/W2165698076","https://openalex.org/W2184192902","https://openalex.org/W2195063230","https://openalex.org/W2195459533","https://openalex.org/W2219903032","https://openalex.org/W2240534107","https://openalex.org/W2241542347","https://openalex.org/W2258884143","https://openalex.org/W2283717164","https://openalex.org/W2317595875","https://openalex.org/W2321087473","https://openalex.org/W2363261060","https://openalex.org/W2371548056","https://openalex.org/W2395579298","https://openalex.org/W2426723127","https://openalex.org/W2485614840","https://openalex.org/W2488793338","https://openalex.org/W2509330770","https://openalex.org/W2515979703","https://openalex.org/W2520775273","https://openalex.org/W2529693955","https://openalex.org/W2556013418","https://openalex.org/W2564037921","https://openalex.org/W2582662555","https://openalex.org/W2595657631","https://openalex.org/W2601590138","https://openalex.org/W2603304445","https://openalex.org/W2619304139","https://openalex.org/W2731372149","https://openalex.org/W2738563279","https://openalex.org/W2744604411","https://openalex.org/W2744686084","https://openalex.org/W2744790985","https://openalex.org/W2746111230","https://openalex.org/W2750867716","https://openalex.org/W2763583057","https://openalex.org/W2765284480","https://openalex.org/W2765854388","https://openalex.org/W2767787532","https://openalex.org/W2768753204","https://openalex.org/W2771464129","https://openalex.org/W2782812883","https://openalex.org/W2790195878","https://openalex.org/W2794869810","https://openalex.org/W2798149494","https://openalex.org/W2801396593","https://openalex.org/W2801457104","https://openalex.org/W2802130013","https://openalex.org/W2803978172","https://openalex.org/W2805975258","https://openalex.org/W2808496542","https://openalex.org/W2827159893","https://openalex.org/W2858221824","https://openalex.org/W2884689635","https://openalex.org/W2887443913","https://openalex.org/W2887767982","https://openalex.org/W2890688146","https://openalex.org/W2895063750","https://openalex.org/W2898375427","https://openalex.org/W2905949437","https://openalex.org/W2906256948","https://openalex.org/W2907052719","https://openalex.org/W2907541186","https://openalex.org/W2912037201","https://openalex.org/W2912744143","https://openalex.org/W2914713354","https://openalex.org/W2915423430","https://openalex.org/W2917329841","https://openalex.org/W2919115771","https://openalex.org/W2921707992","https://openalex.org/W2921717016","https://openalex.org/W2922109280","https://openalex.org/W2922256169","https://openalex.org/W2935987343","https://openalex.org/W2940491215","https://openalex.org/W2946867277","https://openalex.org/W2947477257","https://openalex.org/W2948539592","https://openalex.org/W2953260284","https://openalex.org/W2964937757","https://openalex.org/W2968409655","https://openalex.org/W2969591044","https://openalex.org/W2971623692","https://openalex.org/W2971742729","https://openalex.org/W2971808039","https://openalex.org/W2978554596","https://openalex.org/W2979959897","https://openalex.org/W2981031627","https://openalex.org/W2981704932","https://openalex.org/W2982100952","https://openalex.org/W2987707373","https://openalex.org/W6632785848","https://openalex.org/W6637949551","https://openalex.org/W6681440692","https://openalex.org/W6690055183","https://openalex.org/W7026668957","https://openalex.org/W7037787817","https://openalex.org/W7047317720"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3046775127","https://openalex.org/W3082895349"],"abstract_inverted_index":{"Fault":[0],"diagnosis":[1,23,37,68,74],"of":[2,20,47],"rotating":[3,77],"machinery":[4,78],"plays":[5],"a":[6],"significant":[7],"role":[8],"in":[9,60],"the":[10,18,45,51,97],"industrial":[11],"production":[12],"and":[13,32,56,64,81,87,100,107],"engineering":[14],"field.":[15],"Owing":[16],"to":[17,92],"drawbacks":[19],"traditional":[21],"fault":[22,36,57,67,73,95],"methods,":[24],"such":[25],"as":[26],"heavily":[27],"dependence":[28],"on":[29,39],"human":[30],"knowledge":[31],"professional":[33],"experience,":[34],"intelligent":[35,66,94],"based":[38],"deep":[40],"learning":[41,55],"(DL)":[42],"has":[43],"aroused":[44],"interest":[46],"researchers.":[48],"DL":[49,63],"achieves":[50],"desirable":[52],"automatic":[53],"feature":[54],"classification.":[58],"Therefore,":[59],"this":[61],"review,":[62],"DL-based":[65,72],"techniques":[69],"are":[70,79,105],"overviewed.":[71],"approaches":[75],"for":[76],"summarized":[80],"discussed,":[82],"primarily":[83],"including":[84],"bearing,":[85],"gear/gearbox":[86],"pumps.":[88],"Finally,":[89],"with":[90],"respect":[91],"modern":[93],"diagnosis,":[96],"existing":[98],"challenges":[99],"possible":[101],"future":[102],"research":[103],"orientations":[104],"prospected":[106],"analyzed.":[108]},"counts_by_year":[{"year":2026,"cited_by_count":26},{"year":2025,"cited_by_count":56},{"year":2024,"cited_by_count":49},{"year":2023,"cited_by_count":64},{"year":2022,"cited_by_count":38},{"year":2021,"cited_by_count":52},{"year":2020,"cited_by_count":24}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}