{"id":"https://openalex.org/W4285309959","doi":"https://doi.org/10.1109/tim.2022.3176244","title":"Feature Enhancement Based on Regular Sparse Model for Planetary Gearbox Fault Diagnosis","display_name":"Feature Enhancement Based on Regular Sparse Model for Planetary Gearbox Fault Diagnosis","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285309959","doi":"https://doi.org/10.1109/tim.2022.3176244"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2022.3176244","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3176244","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/A5059226149","display_name":"Xingwu Zhang","orcid":"https://orcid.org/0000-0002-6096-8828"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingwu Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an 710049, China","an Jiaotong University, Xi&#x2019"],"raw_orcid":"https://orcid.org/0000-0002-6096-8828","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001485053","display_name":"Rui Ma","orcid":"https://orcid.org/0000-0002-2260-7554"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Ma","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an Jiaotong University, Xi&#x2019","an 710049, China"],"raw_orcid":"https://orcid.org/0000-0002-2260-7554","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100775892","display_name":"Ming Li","orcid":"https://orcid.org/0000-0002-1621-595X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an 710049, China","an Jiaotong University, Xi&#x2019"],"raw_orcid":"https://orcid.org/0000-0002-1621-595X","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100784774","display_name":"Xiaolong Li","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Li","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an Jiaotong University, Xi&#x2019","an 710049, China"],"raw_orcid":"https://orcid.org/0000-0003-3984-0448","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101866259","display_name":"Zhibo Yang","orcid":"https://orcid.org/0000-0002-9815-5013"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibo Yang","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an Jiaotong University, Xi&#x2019","an 710049, China"],"raw_orcid":"https://orcid.org/0000-0002-9815-5013","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011148961","display_name":"Ruqiang Yan","orcid":"https://orcid.org/0000-0002-1250-4084"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruqiang Yan","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an 710049, China","an Jiaotong University, Xi&#x2019"],"raw_orcid":"https://orcid.org/0000-0002-1250-4084","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100779843","display_name":"Xuefeng Chen","orcid":"https://orcid.org/0000-0002-0130-3172"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Chen","raw_affiliation_strings":["School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","an Jiaotong University, Xi&#x2019","an 710049, China"],"raw_orcid":"https://orcid.org/0000-0002-0130-3172","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an Jiaotong University, Xi&#x2019","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"an 710049, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5059226149"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":3.6452,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.93269655,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"71","issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9972000122070312,"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"}},{"id":"https://openalex.org/T12086","display_name":"Structural Integrity and Reliability Analysis","score":0.9872000217437744,"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/sparse-approximation","display_name":"Sparse approximation","score":0.6325353384017944},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6005741357803345},{"id":"https://openalex.org/keywords/impulse","display_name":"Impulse (physics)","score":0.5948640704154968},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5193599462509155},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5000450611114502},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.48271414637565613},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.48101502656936646},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4620366096496582},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4445949196815491},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43562835454940796},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.42877429723739624},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.42624765634536743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3932969570159912},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3385688066482544},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.07283347845077515}],"concepts":[{"id":"https://openalex.org/C124066611","wikidata":"https://www.wikidata.org/wiki/Q28684319","display_name":"Sparse approximation","level":2,"score":0.6325353384017944},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6005741357803345},{"id":"https://openalex.org/C70836080","wikidata":"https://www.wikidata.org/wiki/Q837940","display_name":"Impulse (physics)","level":2,"score":0.5948640704154968},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5193599462509155},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5000450611114502},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.48271414637565613},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.48101502656936646},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4620366096496582},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4445949196815491},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43562835454940796},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.42877429723739624},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.42624765634536743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3932969570159912},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3385688066482544},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.07283347845077515},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2022.3176244","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2022.3176244","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":[{"display_name":"Affordable and clean energy","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G6644378097","display_name":null,"funder_award_id":"92060302","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6973819663","display_name":null,"funder_award_id":"52175114","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8526369915","display_name":null,"funder_award_id":"2017-I-0006-0007","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1991189822","https://openalex.org/W2013288428","https://openalex.org/W2014284479","https://openalex.org/W2056201402","https://openalex.org/W2056700360","https://openalex.org/W2056758595","https://openalex.org/W2057689599","https://openalex.org/W2060304859","https://openalex.org/W2066458068","https://openalex.org/W2112797878","https://openalex.org/W2115429828","https://openalex.org/W2147091768","https://openalex.org/W2160547390","https://openalex.org/W2340318445","https://openalex.org/W2354630311","https://openalex.org/W2408856841","https://openalex.org/W2515844138","https://openalex.org/W2520742745","https://openalex.org/W2557478438","https://openalex.org/W2588852908","https://openalex.org/W2748318092","https://openalex.org/W2811081398","https://openalex.org/W2899191282","https://openalex.org/W2919710279","https://openalex.org/W2940658606","https://openalex.org/W2950875922","https://openalex.org/W2965625908","https://openalex.org/W3009136344","https://openalex.org/W3009370740","https://openalex.org/W3086860640","https://openalex.org/W3087588549","https://openalex.org/W3094486278","https://openalex.org/W3142041738","https://openalex.org/W3173910049","https://openalex.org/W3214433557","https://openalex.org/W4250955649","https://openalex.org/W4294982764"],"related_works":["https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W2784060934","https://openalex.org/W2902714807","https://openalex.org/W2537489131","https://openalex.org/W2046633342","https://openalex.org/W2394084632","https://openalex.org/W2358293514","https://openalex.org/W2059273319","https://openalex.org/W2077021924"],"abstract_inverted_index":{"The":[0],"planetary":[1],"gearbox,":[2],"widely":[3],"used":[4],"in":[5],"many":[6],"machinery":[7],"fields,":[8],"suffers":[9],"from":[10,41],"harmful":[11],"vibration":[12],"excited":[13],"by":[14,52],"bearings":[15],"fault,":[16],"which":[17,33,38],"always":[18,62],"causes":[19],"machine":[20],"breakdowns.":[21],"Thus,":[22],"fault":[23,36,58,97,114,137,174],"diagnosis":[24,90],"is":[25,61,92,100,128,145,160,184],"the":[26,80,110,113,124,132,136,149,164,176,181],"necessary":[27],"approach":[28],"to":[29,48,66,102,130,147,162],"keeping":[30],"machines":[31],"safe,":[32],"often":[34],"takes":[35],"features,":[37],"are":[39],"extracted":[40],"signals,":[42],"as":[43],"critical":[44],"information.":[45],"However,":[46],"limited":[47],"various":[49],"interferences":[50],"caused":[51],"gear":[53],"meshing":[54],"and":[55,64,108,173,178],"background":[56],"noise,":[57],"characteristic":[59],"information":[60],"weak":[63],"difficult":[65],"identify,":[67],"bringing":[68],"an":[69],"increasing":[70],"emphasis":[71],"on":[72,79],"feature":[73,81],"enhancement.":[74],"In":[75],"this":[76],"paper,":[77],"based":[78],"enhancement":[82],"problem":[83],"under":[84],"strong":[85],"interferences,":[86],"a":[87,95,141],"sparse":[88],"regular":[89,143],"algorithm":[91,159,183],"studied.":[93],"Firstly,":[94],"new":[96],"sensitivity":[98],"indicator":[99],"constructed":[101,146],"distinguish":[103],"different":[104],"periodic":[105],"impulse":[106],"signals":[107],"enhance":[109],"energy":[111],"of":[112,135,180],"impulse.":[115],"Combined":[116],"with":[117,167],"tunable":[118],"Q-factor":[119],"wavelet":[120],"transform":[121],"multi-scale":[122],"representation,":[123],"guided":[125],"enhanced":[126],"vector":[127],"introduced":[129],"guide":[131],"directional":[133],"gathering":[134],"frequency":[138],"band.":[139],"Then":[140],"weighted":[142],"term":[144],"establish":[148],"Guided":[150],"Enhanced":[151],"Regular":[152],"Sparse":[153],"(GERS)":[154],"model.":[155,165],"Iterative":[156],"soft":[157],"threshold":[158],"employed":[161],"solve":[163],"Compared":[166],"state-of-the-art":[168],"methods,":[169],"through":[170],"numerical":[171],"simulation":[172],"experiment,":[175],"effectiveness":[177],"superiority":[179],"proposed":[182],"verified":[185],"successfully.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}