{"id":"https://openalex.org/W7123346038","doi":"https://doi.org/10.1109/jiot.2026.3652191","title":"A Rotating Machinery Health Management Framework Based on Unified Vibration Signal Representation via Input Spatial Overparameterized Convolutional Model","display_name":"A Rotating Machinery Health Management Framework Based on Unified Vibration Signal Representation via Input Spatial Overparameterized Convolutional Model","publication_year":2026,"publication_date":"2026-01-12","ids":{"openalex":"https://openalex.org/W7123346038","doi":"https://doi.org/10.1109/jiot.2026.3652191"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3652191","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3652191","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5122890268","display_name":"Junwei Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165606","display_name":"Hubei Normal University","ror":"https://ror.org/056y3dw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junwei Hu","raw_affiliation_strings":["School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China"],"raw_orcid":"https://orcid.org/0000-0002-7644-7891","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China","institution_ids":["https://openalex.org/I4210165606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101704202","display_name":"Jiajun Wei","orcid":"https://orcid.org/0009-0009-2022-3918"},"institutions":[{"id":"https://openalex.org/I4210165606","display_name":"Hubei Normal University","ror":"https://ror.org/056y3dw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajun Wei","raw_affiliation_strings":["School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China","institution_ids":["https://openalex.org/I4210165606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122310685","display_name":"Xisheng Zhan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165606","display_name":"Hubei Normal University","ror":"https://ror.org/056y3dw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xisheng Zhan","raw_affiliation_strings":["School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China"],"raw_orcid":"https://orcid.org/0000-0002-0945-4362","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China","institution_ids":["https://openalex.org/I4210165606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122887370","display_name":"Ziqiang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165606","display_name":"Hubei Normal University","ror":"https://ror.org/056y3dw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziqiang Xu","raw_affiliation_strings":["School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China"],"raw_orcid":"https://orcid.org/0000-0002-3921-3623","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China","institution_ids":["https://openalex.org/I4210165606"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lingli Cheng","orcid":"https://orcid.org/0009-0005-7272-4301"},"institutions":[{"id":"https://openalex.org/I4210165606","display_name":"Hubei Normal University","ror":"https://ror.org/056y3dw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingli Cheng","raw_affiliation_strings":["School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China"],"raw_orcid":"https://orcid.org/0009-0005-7272-4301","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Hubei Normal University, Huangshi, China","institution_ids":["https://openalex.org/I4210165606"]}]},{"author_position":"last","author":{"id":null,"display_name":"Weigang Li","orcid":"https://orcid.org/0000-0003-3268-127X"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weigang Li","raw_affiliation_strings":["Engineering Research Center for Metallurgical Automation and Measurement Technology, Ministry of Education, Wuhan University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-3268-127X","affiliations":[{"raw_affiliation_string":"Engineering Research Center for Metallurgical Automation and Measurement Technology, Ministry of Education, Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":0.04509323,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"6","first_page":"12350","last_page":"12358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9929999709129333,"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":0.9929999709129333,"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.0013000000035390258,"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"}},{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.00039999998989515007,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7353000044822693},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.48159998655319214},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.4253999888896942},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4122999906539917},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.40139999985694885},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.391400009393692},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.3910999894142151},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.38199999928474426}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8241000175476074},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7353000044822693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4900999963283539},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.48159998655319214},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.4253999888896942},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4122999906539917},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.40139999985694885},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.391400009393692},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3910999894142151},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.38199999928474426},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3711000084877014},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.3702999949455261},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.36820000410079956},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.36800000071525574},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.35499998927116394},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.3467000126838684},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.34310001134872437},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30329999327659607},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.29820001125335693},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C108074857","wikidata":"https://www.wikidata.org/wiki/Q3067360","display_name":"Fault management","level":3,"score":0.28200000524520874},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26269999146461487}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3652191","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3652191","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5001389980316162,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2281153890","display_name":null,"funder_award_id":"2025AFA040","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"},{"id":"https://openalex.org/G5295014711","display_name":null,"funder_award_id":"2024AFD008","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"},{"id":"https://openalex.org/G5661206772","display_name":null,"funder_award_id":"62303169","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/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W2019505419","https://openalex.org/W2530133016","https://openalex.org/W2584994008","https://openalex.org/W2899318073","https://openalex.org/W2904460913","https://openalex.org/W2946048316","https://openalex.org/W3131152863","https://openalex.org/W3195180572","https://openalex.org/W4285213432","https://openalex.org/W4288257146","https://openalex.org/W4321793748","https://openalex.org/W4328007112","https://openalex.org/W4362734841","https://openalex.org/W4379928303","https://openalex.org/W4385548165","https://openalex.org/W4385880737","https://openalex.org/W4386572723","https://openalex.org/W4388584848","https://openalex.org/W4389002378","https://openalex.org/W4389196805","https://openalex.org/W4393034022","https://openalex.org/W4393097572","https://openalex.org/W4394717660","https://openalex.org/W4400132236","https://openalex.org/W4400903220","https://openalex.org/W4400921784","https://openalex.org/W4404343884","https://openalex.org/W4404732983","https://openalex.org/W4406060097","https://openalex.org/W4406259158","https://openalex.org/W4407450044","https://openalex.org/W4407779030","https://openalex.org/W4407948329","https://openalex.org/W4408304995","https://openalex.org/W4408515367","https://openalex.org/W4409363942","https://openalex.org/W4409424751","https://openalex.org/W4411475608","https://openalex.org/W4412567546","https://openalex.org/W4412972494"],"related_works":[],"abstract_inverted_index":{"The":[0],"reliability":[1],"of":[2,6,38,68,108],"rotating":[3,50,127],"machinery":[4,51,128],"is":[5,90],"vital":[7],"importance":[8],"to":[9,100],"industrial":[10],"production":[11],"efficiency":[12],"and":[13,18,29,44,106,129,147],"safety.":[14],"However,":[15],"current":[16],"prognostic":[17],"health":[19,52,117],"management":[20,53,118],"(PHM)":[21],"methods":[22,132],"usually":[23],"rely":[24],"on":[25,56,73,112,125],"specific":[26,131],"task":[27],"models":[28],"face":[30],"significant":[31],"challenges":[32],"when":[33],"dealing":[34],"with":[35],"multimodal":[36,115],"data":[37],"different":[39],"signal":[40],"forms,":[41],"fault":[42],"modes,":[43],"operating":[45],"conditions.":[46],"We":[47],"proposed":[48,140],"a":[49,78,135],"framework":[54,143],"based":[55,72],"the":[57,96,102,109,113,139],"input":[58,85,97],"spatial":[59,86],"over-parameterized":[60,87],"convolutional":[61,81,88],"model":[62],"(ISOPConvM).":[63],"ISOPConvM":[64,121],"introduces":[65,93],"unified":[66,142],"processing":[67],"heterogeneous":[69],"vibration":[70],"signals":[71],"prior":[74],"knowledge":[75],"enhancement.":[76],"Subsequently,":[77],"new":[79],"one-dimensional":[80],"neural":[82],"network":[83],"named":[84],"(ISOPConv)":[89],"proposed,":[91],"which":[92],"over-parametrization":[94],"through":[95],"space":[98],"dimension":[99],"improve":[101],"training":[103],"convergence":[104],"speed":[105],"stability":[107],"model.":[110],"Finally,":[111],"large-scale":[114],"bearing":[116],"(MBHM)":[119],"datasets,":[120],"achieves":[122],"industry-leading":[123],"performance":[124],"various":[126],"outperform":[130],"designed":[133],"for":[134],"single":[136],"dataset.":[137],"Therefore,":[138],"intelligent":[141],"has":[144],"high":[145],"generality":[146],"scalability.":[148]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-01-14T00:00:00"}