{"id":"https://openalex.org/W4321437538","doi":"https://doi.org/10.1007/s10796-023-10371-z","title":"Transfer Learning Enabled Bearing Fault Detection Methods Based on Image Representations of Single-Dimensional Signals","display_name":"Transfer Learning Enabled Bearing Fault Detection Methods Based on Image Representations of Single-Dimensional Signals","publication_year":2023,"publication_date":"2023-02-21","ids":{"openalex":"https://openalex.org/W4321437538","doi":"https://doi.org/10.1007/s10796-023-10371-z"},"language":"en","primary_location":{"id":"doi:10.1007/s10796-023-10371-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10796-023-10371-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10796-023-10371-z.pdf","source":{"id":"https://openalex.org/S181659395","display_name":"Information Systems Frontiers","issn_l":"1387-3326","issn":["1387-3326","1572-9419"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems Frontiers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10796-023-10371-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072448192","display_name":"Bilgin Umut Deveci","orcid":"https://orcid.org/0000-0002-0644-0782"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Bilgin Umut Deveci","raw_affiliation_strings":["Department of Research and Development, TEKNOPAR, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-0644-0782","affiliations":[{"raw_affiliation_string":"Department of Research and Development, TEKNOPAR, Ankara, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032844943","display_name":"Mert Celtikoglu","orcid":"https://orcid.org/0000-0003-0509-9815"},"institutions":[{"id":"https://openalex.org/I131835042","display_name":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","ror":"https://ror.org/03tg3eb07","country_code":"TR","type":"education","lineage":["https://openalex.org/I131835042"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mert Celtikoglu","raw_affiliation_strings":["Department of Computer Engineering, Uludag University, Bursa, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Uludag University, Bursa, Turkey","institution_ids":["https://openalex.org/I131835042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082590088","display_name":"\u00d6zlem Albayrak","orcid":"https://orcid.org/0000-0003-0832-0490"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ozlem Albayrak","raw_affiliation_strings":["Department of Research and Development, TEKNOPAR, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Development, TEKNOPAR, Ankara, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002102306","display_name":"Perin \u00dcnal","orcid":"https://orcid.org/0000-0003-1357-2430"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Perin Unal","raw_affiliation_strings":["Department of Research and Development, TEKNOPAR, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Development, TEKNOPAR, Ankara, Turkey","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003720643","display_name":"P\u0131nar Kirci","orcid":"https://orcid.org/0000-0002-0442-0235"},"institutions":[{"id":"https://openalex.org/I131835042","display_name":"Bursa Uluda\u011f \u00dcni\u0307versi\u0307tesi\u0307","ror":"https://ror.org/03tg3eb07","country_code":"TR","type":"education","lineage":["https://openalex.org/I131835042"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Pinar Kirci","raw_affiliation_strings":["Department of Computer Engineering, Uludag University, Bursa, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Uludag University, Bursa, Turkey","institution_ids":["https://openalex.org/I131835042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072448192"],"corresponding_institution_ids":[],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":5.3214,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.96213778,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"26","issue":"4","first_page":"1345","last_page":"1397"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9983000159263611,"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":0.9983000159263611,"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":0.9922000169754028,"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/T10188","display_name":"Advanced machining processes and optimization","score":0.973800003528595,"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/bearing","display_name":"Bearing (navigation)","score":0.7547764778137207},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.730453610420227},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6412626504898071},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6097787618637085},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6036263108253479},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5951065421104431},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5123530626296997},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5006740093231201},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.47283631563186646},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46491509675979614},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.44880372285842896},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.41744381189346313},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.4162468910217285},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3703203797340393},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.361868679523468},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1419951617717743},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06286713480949402}],"concepts":[{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.7547764778137207},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.730453610420227},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6412626504898071},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6097787618637085},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6036263108253479},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5951065421104431},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5123530626296997},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5006740093231201},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.47283631563186646},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46491509675979614},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.44880372285842896},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.41744381189346313},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.4162468910217285},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3703203797340393},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.361868679523468},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1419951617717743},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06286713480949402},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10796-023-10371-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10796-023-10371-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10796-023-10371-z.pdf","source":{"id":"https://openalex.org/S181659395","display_name":"Information Systems Frontiers","issn_l":"1387-3326","issn":["1387-3326","1572-9419"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems Frontiers","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:infosf:v:26:y:2024:i:4:d:10.1007_s10796-023-10371-z","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10796-023-10371-z","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s10796-023-10371-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10796-023-10371-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10796-023-10371-z.pdf","source":{"id":"https://openalex.org/S181659395","display_name":"Information Systems Frontiers","issn_l":"1387-3326","issn":["1387-3326","1572-9419"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Systems Frontiers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4321437538.pdf"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W616193750","https://openalex.org/W1491667773","https://openalex.org/W1677182931","https://openalex.org/W1836465849","https://openalex.org/W1838323663","https://openalex.org/W1984516393","https://openalex.org/W1994906459","https://openalex.org/W2046674752","https://openalex.org/W2086510597","https://openalex.org/W2090218979","https://openalex.org/W2093231248","https://openalex.org/W2097117768","https://openalex.org/W2102741279","https://openalex.org/W2115755118","https://openalex.org/W2126226587","https://openalex.org/W2132085292","https://openalex.org/W2137044549","https://openalex.org/W2152602177","https://openalex.org/W2158958729","https://openalex.org/W2163630665","https://openalex.org/W2165698076","https://openalex.org/W2166184022","https://openalex.org/W2194775991","https://openalex.org/W2602063239","https://openalex.org/W2692693673","https://openalex.org/W2788066116","https://openalex.org/W2794284562","https://openalex.org/W2803768804","https://openalex.org/W2887782657","https://openalex.org/W2898810965","https://openalex.org/W2910121883","https://openalex.org/W2912412749","https://openalex.org/W2939785619","https://openalex.org/W2944465576","https://openalex.org/W2951576719","https://openalex.org/W2962907896","https://openalex.org/W2964137095","https://openalex.org/W2964350391","https://openalex.org/W2966008650","https://openalex.org/W2968171911","https://openalex.org/W2971405826","https://openalex.org/W2979865603","https://openalex.org/W3006342871","https://openalex.org/W3008819860","https://openalex.org/W3012021401","https://openalex.org/W3021972511","https://openalex.org/W3022604663","https://openalex.org/W3024956434","https://openalex.org/W3036051382","https://openalex.org/W3038822438","https://openalex.org/W3040505515","https://openalex.org/W3045546070","https://openalex.org/W3047335959","https://openalex.org/W3049734107","https://openalex.org/W3082756870","https://openalex.org/W3090682168","https://openalex.org/W3095816591","https://openalex.org/W3100321043","https://openalex.org/W3162305191","https://openalex.org/W3164475186","https://openalex.org/W3182284690","https://openalex.org/W3202817277","https://openalex.org/W3212546267","https://openalex.org/W3213642665","https://openalex.org/W3215061584","https://openalex.org/W4213270700","https://openalex.org/W4224225245","https://openalex.org/W4224979685","https://openalex.org/W4229019115","https://openalex.org/W4240006737","https://openalex.org/W4249691579","https://openalex.org/W4281390884","https://openalex.org/W4295532937","https://openalex.org/W4295962183","https://openalex.org/W4301358223","https://openalex.org/W4303710087","https://openalex.org/W4312366599","https://openalex.org/W6677399427"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W2575656761","https://openalex.org/W3131673289","https://openalex.org/W4393011546"],"abstract_inverted_index":{"Abstract":[0],"Bearings":[1],"are":[2],"vital":[3],"components":[4],"in":[5,15,20,46,168,172],"rotating":[6],"machinery.":[7],"Undetected":[8],"bearing":[9,38,59,159],"faults":[10],"may":[11],"result":[12],"not":[13],"only":[14],"financial":[16],"loss,":[17],"but":[18],"also":[19],"the":[21,34,50,67,85,88,99,109,111,120,138,144],"loss":[22],"of":[23,30,37,43,52,87,90,164],"lives.":[24],"Hence,":[25],"there":[26],"exists":[27],"an":[28],"abundance":[29],"studies":[31],"working":[32],"on":[33],"early":[35],"detection":[36],"faults.":[39],"The":[40,124],"rising":[41],"use":[42],"deep":[44],"learning":[45],"recent":[47],"years":[48],"increased":[49],"number":[51],"imaging":[53,71,92],"types/neural":[54],"network":[55,145],"architectures":[56],"used":[57,157,167],"for":[58,146,158],"fault":[60,160],"classification,":[61],"making":[62],"it":[63],"challenging":[64],"to":[65,79,149],"choose":[66],"most":[68],"suitable":[69],"2-D":[70],"method":[72],"and":[73,103,141],"neural":[74],"network.":[75],"This":[76],"study":[77],"aims":[78],"address":[80],"this":[81,169],"challenge,":[82],"by":[83,131],"sharing":[84],"results":[86,126],"training":[89,104,121],"eighteen":[91],"methods":[93,166],"with":[94],"four":[95],"different":[96],"networks":[97],"using":[98,132],"same":[100],"vibration":[101],"data":[102],"metrics.":[105],"To":[106],"further":[107],"strengthen":[108],"results,":[110],"validation":[112],"dataset":[113,122],"size":[114],"was":[115],"taken":[116],"as":[117,137,143],"five":[118],"times":[119],"size.":[123],"best":[125],"obtained":[127],"is":[128],"99.89%":[129],"accuracy":[130],"Scattergram":[133,152],"Filter":[134],"Bank":[135],"1":[136],"image":[139],"input,":[140],"ResNet-50":[142],"training.":[147],"Prior":[148],"our":[150],"work,":[151],"images":[153],"have":[154],"never":[155],"been":[156],"classification.":[161],"Ten":[162],"out":[163],"72":[165],"work":[170],"resulted":[171],"accuracies":[173],"higher":[174],"than":[175],"99.5%.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":4}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}