{"id":"https://openalex.org/W2914169887","doi":"https://doi.org/10.1109/tim.2018.2890316","title":"Transient Feature Extraction Based on Time\u2013Frequency Manifold Image Synthesis for Machinery Fault Diagnosis","display_name":"Transient Feature Extraction Based on Time\u2013Frequency Manifold Image Synthesis for Machinery Fault Diagnosis","publication_year":2019,"publication_date":"2019-01-22","ids":{"openalex":"https://openalex.org/W2914169887","doi":"https://doi.org/10.1109/tim.2018.2890316","mag":"2914169887"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2018.2890316","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2018.2890316","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/A5034422878","display_name":"Xiaoxi Ding","orcid":"https://orcid.org/0000-0001-5321-0894"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxi Ding","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108063853","display_name":"Qingbo He","orcid":"https://orcid.org/0000-0002-9184-9063"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingbo He","raw_affiliation_strings":["State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9184-9063","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069181198","display_name":"Yimin Shao","orcid":"https://orcid.org/0000-0002-2698-7005"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yimin Shao","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071116200","display_name":"Wenbin Huang","orcid":"https://orcid.org/0000-0002-5422-6481"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbin Huang","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1204,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.91677816,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"68","issue":"11","first_page":"4242","last_page":"4252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9995999932289124,"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":0.9995999932289124,"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":0.991599977016449,"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":0.9663000106811523,"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/feature-extraction","display_name":"Feature extraction","score":0.6839233636856079},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.6408345103263855},{"id":"https://openalex.org/keywords/time\u2013frequency-analysis","display_name":"Time\u2013frequency analysis","score":0.6035149693489075},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5867422819137573},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5178151726722717},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48707321286201477},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.4862329065799713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4740604758262634},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42087364196777344},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.41738373041152954},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4093545377254486},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39189356565475464},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3767845928668976},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.35390278697013855},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34218674898147583},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.23324143886566162}],"concepts":[{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6839233636856079},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.6408345103263855},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.6035149693489075},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5867422819137573},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5178151726722717},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48707321286201477},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.4862329065799713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4740604758262634},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42087364196777344},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.41738373041152954},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4093545377254486},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39189356565475464},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3767845928668976},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.35390278697013855},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34218674898147583},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.23324143886566162},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"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.2018.2890316","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2018.2890316","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":[],"awards":[{"id":"https://openalex.org/G1205947234","display_name":null,"funder_award_id":"51475053","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2882224519","display_name":null,"funder_award_id":"51475441","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3439395718","display_name":null,"funder_award_id":"2017M622960","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4569216813","display_name":null,"funder_award_id":"2016396","funder_id":"https://openalex.org/F4320322847","funder_display_name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences"},{"id":"https://openalex.org/G7041080164","display_name":null,"funder_award_id":"51805051","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322847","display_name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences","ror":"https://ror.org/031141b54"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W147723833","https://openalex.org/W1501930650","https://openalex.org/W1519640767","https://openalex.org/W1557133539","https://openalex.org/W1947282229","https://openalex.org/W1984688555","https://openalex.org/W2013051270","https://openalex.org/W2033066164","https://openalex.org/W2045186954","https://openalex.org/W2057718437","https://openalex.org/W2066458068","https://openalex.org/W2071164830","https://openalex.org/W2077776048","https://openalex.org/W2100039505","https://openalex.org/W2106003292","https://openalex.org/W2110905216","https://openalex.org/W2130995959","https://openalex.org/W2133551681","https://openalex.org/W2139853183","https://openalex.org/W2162234352","https://openalex.org/W2322198248","https://openalex.org/W2416436338","https://openalex.org/W2483579737","https://openalex.org/W2582337578","https://openalex.org/W2586546313","https://openalex.org/W2595459642","https://openalex.org/W2748318092","https://openalex.org/W2781587800","https://openalex.org/W3023411394","https://openalex.org/W4234860846","https://openalex.org/W4242527013"],"related_works":["https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W2784060934","https://openalex.org/W2902714807","https://openalex.org/W1820289435","https://openalex.org/W1927135183","https://openalex.org/W1596300871","https://openalex.org/W3090190000","https://openalex.org/W2068609564","https://openalex.org/W1921971915"],"abstract_inverted_index":{"Fault":[0],"diagnosis":[1],"of":[2,11,40,68,89,97,183,213,237],"rotating":[3],"machinery":[4],"is":[5,57,107,189],"crucial":[6],"to":[7,29,126],"the":[8,12,15,23,36,41,46,66,79,84,90,95,98,102,110,116,137,141,150,154,160,176,192,211,214,223,231],"safety":[9],"management":[10],"equipment.":[13],"However,":[14],"weaker":[16],"intrinsic":[17],"features":[18,93],"are":[19,123],"generally":[20],"submerged":[21],"in":[22,59,72,94,196,217,235],"strong":[24],"noise":[25,77],"interference":[26],"and":[27,38,64,75,87,140,205,226],"modulated":[28],"multiple":[30],"frequency":[31,233],"scales,":[32],"which":[33],"will":[34],"weaken":[35],"extraction":[37,195],"identification":[39,234],"transient":[42,47,92,168,193,207,239],"features.":[43],"To":[44],"enhance":[45,164],"features,":[48],"a":[49,128,134,165,171,181,186,197],"method":[50,81,162,216],"called":[51],"time-frequency":[52,69,91,104],"manifold":[53,70,167],"image":[54,99,105],"synthesis":[55],"(TFMIS)":[56],"proposed":[58,80,161,215],"this":[60],"paper.":[61],"By":[62],"inheriting":[63],"promoting":[65],"merits":[67],"(TFM)":[71],"feature":[73,194,208],"enhancement":[74,88],"in-band":[76],"suppression,":[78],"contributes":[82],"on":[83],"natural":[85,224],"compression":[86],"view":[96],"processing.":[100],"First,":[101],"raw":[103],"(TFI)":[106],"compressed":[108],"by":[109,148,180],"2-D":[111],"discrete":[112],"wavelet":[113],"transform":[114],"with":[115,153,170],"principal":[117],"structure":[118,169],"remained.":[119],"These":[120],"approximation":[121],"sub-TFIs":[122],"later":[124],"used":[125],"achieve":[127],"fast":[129],"TFM":[130,143],"learning":[131],"process.":[132,199],"Then,":[133],"relationship":[135],"between":[136],"global":[138,166],"TFI":[139],"local":[142,177],"can":[144,163],"be":[145],"adaptively":[146],"built":[147,174],"using":[149],"histogram":[151],"concept":[152],"probability":[155],"distribution":[156],"property":[157],"demarcated.":[158],"Thereupon,":[159],"matching":[172],"rule":[173],"from":[175],"TFM.":[178],"Consequently,":[179],"series":[182],"inverse":[184],"transformations,":[185],"TFMIS":[187],"scheme":[188],"constructed":[190],"for":[191,222,230],"self-learning":[198],"Two":[200],"case":[201],"studies,":[202],"including":[203],"bearing":[204],"gear":[206],"extraction,":[209],"confirm":[210],"performance":[212],"achieving":[218],"rather":[219],"high-contrast":[220],"results":[221,229],"transients,":[225],"more":[227],"precise":[228],"fault":[232],"detection":[236],"periodic":[238],"signals.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}