{"id":"https://openalex.org/W4296704963","doi":"https://doi.org/10.1109/tim.2022.3208253","title":"Health Indicator Construction of High-Speed Rotating Bearings in Aerospace CMG Based on Physics-Inspired Machine-Learning Approach","display_name":"Health Indicator Construction of High-Speed Rotating Bearings in Aerospace CMG Based on Physics-Inspired Machine-Learning Approach","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4296704963","doi":"https://doi.org/10.1109/tim.2022.3208253"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2022.3208253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3208253","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/A5023760637","display_name":"Diyin Tang","orcid":"https://orcid.org/0000-0001-5002-9694"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Diyin Tang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014451007","display_name":"Mengtong Gong","orcid":"https://orcid.org/0000-0003-1386-517X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengtong Gong","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102861895","display_name":"Limei Tian","orcid":"https://orcid.org/0000-0002-1794-2200"},"institutions":[{"id":"https://openalex.org/I4210115146","display_name":"Guizhou Electromechanical Research and Design Institute","ror":"https://ror.org/01hy8fk80","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210115146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Limei Tian","raw_affiliation_strings":["Department of Electromechanical Technology, Beijing Institute of Control Engineering, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electromechanical Technology, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I4210115146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026534062","display_name":"Jinsong Yu","orcid":"https://orcid.org/0000-0002-1998-6995"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinsong Yu","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085970353","display_name":"Jiyang Zhang","orcid":"https://orcid.org/0000-0002-4845-4322"},"institutions":[{"id":"https://openalex.org/I4210115146","display_name":"Guizhou Electromechanical Research and Design Institute","ror":"https://ror.org/01hy8fk80","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210115146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiyang Zhang","raw_affiliation_strings":["Department of Electromechanical Technology, Beijing Institute of Control Engineering, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electromechanical Technology, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I4210115146"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049836316","display_name":"Qiang Zhang","orcid":"https://orcid.org/0000-0002-6566-900X"},"institutions":[{"id":"https://openalex.org/I4210115146","display_name":"Guizhou Electromechanical Research and Design Institute","ror":"https://ror.org/01hy8fk80","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210115146"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhang","raw_affiliation_strings":["Department of Electromechanical Technology, Beijing Institute of Control Engineering, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electromechanical Technology, Beijing Institute of Control Engineering, Beijing, China","institution_ids":["https://openalex.org/I4210115146"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5023760637"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":2.3033,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.88061368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"71","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9858999848365784,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/robustness","display_name":"Robustness (evolution)","score":0.7162013649940491},{"id":"https://openalex.org/keywords/aerospace","display_name":"Aerospace","score":0.5113829970359802},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4913431704044342},{"id":"https://openalex.org/keywords/spacecraft","display_name":"Spacecraft","score":0.4867401123046875},{"id":"https://openalex.org/keywords/torque","display_name":"Torque","score":0.4626157879829407},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.4459875822067261},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.43981149792671204},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.41768592596054077},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3517506718635559},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31866714358329773},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.1538960337638855}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7162013649940491},{"id":"https://openalex.org/C167740415","wikidata":"https://www.wikidata.org/wiki/Q2876213","display_name":"Aerospace","level":2,"score":0.5113829970359802},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4913431704044342},{"id":"https://openalex.org/C29829512","wikidata":"https://www.wikidata.org/wiki/Q40218","display_name":"Spacecraft","level":2,"score":0.4867401123046875},{"id":"https://openalex.org/C144171764","wikidata":"https://www.wikidata.org/wiki/Q48103","display_name":"Torque","level":2,"score":0.4626157879829407},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.4459875822067261},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.43981149792671204},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.41768592596054077},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3517506718635559},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31866714358329773},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.1538960337638855},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2022.3208253","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3208253","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":[{"id":"https://metadata.un.org/sdg/7","score":0.8100000023841858,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G3060448865","display_name":null,"funder_award_id":"51875018","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7174770841","display_name":null,"funder_award_id":"71701008","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":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1481913965","https://openalex.org/W1967396805","https://openalex.org/W1973665104","https://openalex.org/W1975687401","https://openalex.org/W2001129496","https://openalex.org/W2006169073","https://openalex.org/W2053443947","https://openalex.org/W2064929336","https://openalex.org/W2081829568","https://openalex.org/W2114402558","https://openalex.org/W2136131881","https://openalex.org/W2141026532","https://openalex.org/W2157883849","https://openalex.org/W2158763079","https://openalex.org/W2280216943","https://openalex.org/W2294172420","https://openalex.org/W2319025975","https://openalex.org/W2523377413","https://openalex.org/W2589942074","https://openalex.org/W2591055632","https://openalex.org/W2603304445","https://openalex.org/W2735432884","https://openalex.org/W2767700557","https://openalex.org/W2768148617","https://openalex.org/W2773549135","https://openalex.org/W2792018332","https://openalex.org/W2889809771","https://openalex.org/W2917169831","https://openalex.org/W2920818226","https://openalex.org/W2943909972","https://openalex.org/W2956342231","https://openalex.org/W2963241156","https://openalex.org/W3007436435","https://openalex.org/W3015458569","https://openalex.org/W3017705806","https://openalex.org/W3021048621","https://openalex.org/W3035971798","https://openalex.org/W3092544670","https://openalex.org/W3131527570","https://openalex.org/W3157488286","https://openalex.org/W3168771715","https://openalex.org/W3175609185","https://openalex.org/W4211206835","https://openalex.org/W4220810804","https://openalex.org/W4225808791"],"related_works":["https://openalex.org/W4225795411","https://openalex.org/W2809744190","https://openalex.org/W2898860390","https://openalex.org/W2511013388","https://openalex.org/W2118489026","https://openalex.org/W2237025049","https://openalex.org/W2734340365","https://openalex.org/W2044192478","https://openalex.org/W4386105384","https://openalex.org/W4377236356"],"abstract_inverted_index":{"Control":[0],"moment":[1],"gyro":[2],"(CMG)":[3],"is":[4,31,92,119,140,188,221],"a":[5,28,79,113,136],"critical":[6],"component":[7],"for":[8,217],"attitude":[9],"control":[10],"of":[11,24,58,63,99,106,146,194,214],"large":[12],"spacecraft.":[13],"To":[14],"avoid":[15],"its":[16,107],"accidental":[17],"failure":[18],"caused":[19],"by":[20,132,175],"the":[21,35,45,55,60,74,95,104,123,144,157,192,200],"performance":[22,205],"degradation":[23,56,105,172],"high-speed":[25],"rotating":[26],"bearings,":[27],"metric,":[29],"which":[30],"referred":[32],"to":[33,53,69,73,121,142,190],"as":[34],"health":[36],"indicator":[37],"(HI),":[38],"should":[39],"be":[40],"constructed":[41,201,215],"and":[42,88,128,149,169,177,209],"monitored.":[43],"Although":[44],"HI":[46,81,151],"construction":[47,82],"problem":[48],"have":[49,203],"been":[50],"widely":[51],"studied":[52],"evaluate":[54],"process":[57],"machinery,":[59],"poor":[61],"quality":[62],"telemetry":[64],"data":[65],"makes":[66],"it":[67],"impossible":[68],"apply":[70],"existing":[71,155],"solutions":[72],"bearings":[75],"in":[76,206],"CMG.":[77],"Therefore,":[78],"novel":[80],"method":[83,159],"based":[84],"on":[85,110,163],"energy":[86,96,130],"theory":[87],"physics-inspired":[89,114],"machine":[90],"learning":[91,138],"proposed.":[93],"Generally,":[94],"balance":[97],"relationship":[98,124],"system":[100],"would":[101],"change":[102],"with":[103,154],"components.":[108],"Based":[109],"this":[111],"idea,":[112],"convolutional":[115],"neural":[116],"network":[117],"model":[118,147],"established":[120],"formulate":[122],"between":[125],"monitoring":[126],"signals":[127,165],"total":[129],"consumed":[131],"driving":[133],"motor.":[134],"Then":[135],"transfer":[137],"strategy":[139],"developed":[141],"capture":[143],"changes":[145],"parameters":[148],"perform":[150],"construction.":[152],"Compared":[153],"approaches,":[156],"proposed":[158,195],"does":[160],"not":[161],"rely":[162],"vibration":[164],"or":[166],"high-frequency":[167],"data,":[168],"can":[170],"extract":[171],"information":[173],"obscured":[174],"controller":[176],"other":[178],"influences.":[179],"A":[180],"real":[181],"dataset":[182],"collected":[183],"from":[184],"an":[185],"aerospace":[186],"CMG":[187,218],"utilized":[189],"verify":[191],"effectiveness":[193],"method.":[196],"Results":[197],"show":[198],"that":[199],"HIs":[202,216],"good":[204],"monotonicity,":[207],"robustness,":[208],"time":[210],"correlation.":[211],"The":[212],"application":[213],"anomaly":[219],"detection":[220],"also":[222],"discussed.":[223]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}