{"id":"https://openalex.org/W4408359195","doi":"https://doi.org/10.1109/tim.2025.3550638","title":"Fast Frequency Sparsity Learning Approach for Missing Data-Resistant Bearing Fault Diagnosis","display_name":"Fast Frequency Sparsity Learning Approach for Missing Data-Resistant Bearing Fault Diagnosis","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408359195","doi":"https://doi.org/10.1109/tim.2025.3550638"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3550638","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3550638","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/A5080917773","display_name":"Zheng Cao","orcid":"https://orcid.org/0000-0003-3444-3208"},"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/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Cao","raw_affiliation_strings":["Department of Electronic Engineering, Jiangsu University, Zhenjiang, China","College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3444-3208","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]},{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032700528","display_name":"Jisheng Dai","orcid":"https://orcid.org/0000-0002-0462-4414"},"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/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jisheng Dai","raw_affiliation_strings":["Department of Electronic Engineering, Jiangsu University, Zhenjiang, China","College of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-0462-4414","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]},{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061152961","display_name":"Weichao Xu","orcid":"https://orcid.org/0000-0001-6516-0927"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weichao Xu","raw_affiliation_strings":["Department of Automatic Control, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6516-0927","affiliations":[{"raw_affiliation_string":"Department of Automatic Control, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110455688","display_name":"Weizu Xiong","orcid":"https://orcid.org/0009-0002-2520-6788"},"institutions":[{"id":"https://openalex.org/I64852412","display_name":"Sichuan University of Science and Engineering","ror":"https://ror.org/053fzma23","country_code":"CN","type":"education","lineage":["https://openalex.org/I64852412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weizu Xiong","raw_affiliation_strings":["School of Automation and Information Engineering, Sichuan University of Science and Engineering, Yibin, China"],"raw_orcid":"https://orcid.org/0009-0002-2520-6788","affiliations":[{"raw_affiliation_string":"School of Automation and Information Engineering, Sichuan University of Science and Engineering, Yibin, China","institution_ids":["https://openalex.org/I64852412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0415903,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9904000163078308,"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":0.9904000163078308,"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":0.9829999804496765,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9789999723434448,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5593140125274658},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5264597535133362},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.525132417678833},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4327578544616699},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4163249731063843},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4115290641784668},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3889414072036743},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3821263611316681},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3233913779258728},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23054349422454834},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.1218404769897461},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10413923859596252}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5593140125274658},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5264597535133362},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.525132417678833},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4327578544616699},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4163249731063843},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4115290641784668},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3889414072036743},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3821263611316681},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3233913779258728},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23054349422454834},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.1218404769897461},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10413923859596252},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3550638","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3550638","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":[{"score":0.41999998688697815,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G6272438201","display_name":null,"funder_award_id":"2024A1515011803","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6533728647","display_name":null,"funder_award_id":"62171141","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G816351047","display_name":"\u57fa\u4e8e\u8d1d\u53f6\u65af\u5206\u6790\u7684IRS\u8f85\u52a9\u901a\u4fe1\u7cfb\u7edf\u4fe1\u9053\u4f30\u8ba1\u6280\u672f\u7684\u7814\u7a76","funder_award_id":"62071206","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1510028821","https://openalex.org/W2019505419","https://openalex.org/W2028823365","https://openalex.org/W2128728535","https://openalex.org/W2137539855","https://openalex.org/W2146000945","https://openalex.org/W2147512299","https://openalex.org/W2557478438","https://openalex.org/W2596873572","https://openalex.org/W2805662770","https://openalex.org/W2911860172","https://openalex.org/W2949679216","https://openalex.org/W2965625921","https://openalex.org/W2996117967","https://openalex.org/W3022604663","https://openalex.org/W3045363903","https://openalex.org/W3086340023","https://openalex.org/W3128016615","https://openalex.org/W3130900996","https://openalex.org/W3144551581","https://openalex.org/W3167312240","https://openalex.org/W3181179864","https://openalex.org/W3202589601","https://openalex.org/W3205891489","https://openalex.org/W3214433557","https://openalex.org/W4210680740","https://openalex.org/W4212804563","https://openalex.org/W4250955649","https://openalex.org/W4283388842","https://openalex.org/W4312305109","https://openalex.org/W4313149283","https://openalex.org/W4313644313","https://openalex.org/W4316813299","https://openalex.org/W4319992826","https://openalex.org/W4321021151","https://openalex.org/W4388692083","https://openalex.org/W4394627257","https://openalex.org/W6684101231"],"related_works":["https://openalex.org/W2035937180","https://openalex.org/W3196220745","https://openalex.org/W4311624988","https://openalex.org/W2061308401","https://openalex.org/W4232403546","https://openalex.org/W2575656761","https://openalex.org/W2065631063","https://openalex.org/W2378667342","https://openalex.org/W2594567802","https://openalex.org/W2363739414"],"abstract_inverted_index":{"Bearing":[0],"fault":[1,69,109,139],"diagnosis":[2],"in":[3],"the":[4,15,44,68,72,96,100,105,124,132,138,162,165],"presence":[5],"of":[6,46,111,164],"missing":[7,28,47,60,97,117,133],"data":[8,32,118,134],"poses":[9],"a":[10,50,59,146],"significant":[11],"challenge":[12],"due":[13],"to":[14,39,65,85,103,107,123,130],"substantial":[16],"information":[17],"loss":[18],"brought":[19],"by":[20],"incomplete":[21,73],"databases.":[22],"Current":[23],"state-of-the-art":[24],"techniques":[25],"for":[26],"addressing":[27],"data,":[29],"whether":[30],"involving":[31],"imputation":[33],"or":[34],"listwise":[35],"deletion,":[36],"are":[37],"susceptible":[38],"notable":[40],"algorithmic":[41],"deterioration":[42],"as":[43],"proportion":[45],"samples":[48,98],"within":[49,99],"database":[51],"increases.":[52],"In":[53],"this":[54],"article,":[55],"we":[56,94,121],"novelly":[57],"propose":[58],"data-resistant":[61],"Bayesian":[62,101],"optimal":[63],"approach":[64],"directly":[66],"learn":[67],"frequencies":[70,110,140],"from":[71],"signal":[74,88],"envelope.":[75],"We":[76],"first":[77],"introduce":[78],"an":[79],"enhanced":[80],"sparse":[81],"frequency":[82,91],"learning":[83],"model":[84],"avoid":[86],"time-domain":[87],"recovery":[89],"and":[90,136,157],"transformation.":[92],"Then,":[93],"characterize":[95],"framework":[102],"pave":[104],"way":[106],"extract":[108],"interest":[112],"without":[113],"compromising":[114],"performance":[115,148],"under":[116],"conditions.":[119],"Finally,":[120],"resort":[122],"generalized":[125],"approximate":[126],"message-passing":[127],"(GAMP)":[128],"method":[129,144],"marginalize":[131],"automatically":[135],"identify":[137],"accurately.":[141],"The":[142],"proposed":[143,166],"offers":[145],"considerable":[147],"improvement":[149],"while":[150],"maintaining":[151],"low":[152],"computational":[153],"complexity.":[154],"Both":[155],"simulation":[156],"real":[158],"dataset":[159],"results":[160],"verify":[161],"superiority":[163],"method.":[167]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}