{"id":"https://openalex.org/W4413018319","doi":"https://doi.org/10.1109/iccad64771.2025.11099349","title":"A Domain Adaptation Neural Network for Digital Twin-Supported Fault Diagnosis","display_name":"A Domain Adaptation Neural Network for Digital Twin-Supported Fault Diagnosis","publication_year":2025,"publication_date":"2025-07-01","ids":{"openalex":"https://openalex.org/W4413018319","doi":"https://doi.org/10.1109/iccad64771.2025.11099349"},"language":"en","primary_location":{"id":"doi:10.1109/iccad64771.2025.11099349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad64771.2025.11099349","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Control, Automation and Diagnosis (ICCAD)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2505.21046","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043254113","display_name":"Zhenling Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Zhenling Chen","raw_affiliation_strings":["Universit&#x00E9; Paris-Saclay,CentraleSup&#x00E9;lec,Gif-sur-Yvette,France,91190"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; Paris-Saclay,CentraleSup&#x00E9;lec,Gif-sur-Yvette,France,91190","institution_ids":["https://openalex.org/I4210107720"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102345514","display_name":"Haiwei Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Haiwei Fu","raw_affiliation_strings":["Universit&#x00E9; Paris-Saclay,CentraleSup&#x00E9;lec,Gif-sur-Yvette,France,91190"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; Paris-Saclay,CentraleSup&#x00E9;lec,Gif-sur-Yvette,France,91190","institution_ids":["https://openalex.org/I4210107720"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016477281","display_name":"Zhiguo Zeng","orcid":"https://orcid.org/0000-0003-4937-4380"},"institutions":[{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Zhiguo Zeng","raw_affiliation_strings":["Laboratoie Genie Industriel, CentraleSup&#x00E9;lec,Universit&#x00E9; Paris-Saclay,Chair on Risk and Resilience of Complex Systems,Gif-sur-Yvette,France,91190"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoie Genie Industriel, CentraleSup&#x00E9;lec,Universit&#x00E9; Paris-Saclay,Chair on Risk and Resilience of Complex Systems,Gif-sur-Yvette,France,91190","institution_ids":["https://openalex.org/I4210107720"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5043254113"],"corresponding_institution_ids":["https://openalex.org/I4210107720"],"apc_list":null,"apc_paid":null,"fwci":5.5241,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.96099165,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9846000075340271,"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":0.9846000075340271,"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":0.9257000088691711,"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/T13690","display_name":"Quality and Safety in Healthcare","score":0.9135000109672546,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7452280521392822},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6848472356796265},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6382746696472168},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5619708299636841},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.517716646194458},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4710668921470642},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.410508394241333},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14828020334243774},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09865802526473999},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09704673290252686},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.09144967794418335}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7452280521392822},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6848472356796265},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6382746696472168},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5619708299636841},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.517716646194458},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4710668921470642},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.410508394241333},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14828020334243774},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09865802526473999},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09704673290252686},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.09144967794418335},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iccad64771.2025.11099349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad64771.2025.11099349","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Control, Automation and Diagnosis (ICCAD)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2505.21046","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.21046","pdf_url":"https://arxiv.org/pdf/2505.21046","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-05469822v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05469822","pdf_url":"https://hal.science/hal-05469822/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2025 International Conference on Control, Automation and Diagnosis, ICCAD 2025, Jul 2025, Barcelona, Spain. &#x27E8;10.1109/ICCAD64771.2025.11099349&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2505.21046","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2505.21046","pdf_url":"https://arxiv.org/pdf/2505.21046","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322231","display_name":"Orange","ror":"https://ror.org/035j0tq82"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413018319.pdf","grobid_xml":"https://content.openalex.org/works/W4413018319.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2034368206","https://openalex.org/W2064675550","https://openalex.org/W2154579312","https://openalex.org/W2581853886","https://openalex.org/W2734669076","https://openalex.org/W2792764867","https://openalex.org/W2887782657","https://openalex.org/W2898375427","https://openalex.org/W2904138018","https://openalex.org/W2907541186","https://openalex.org/W2924922918","https://openalex.org/W2926172260","https://openalex.org/W2939487178","https://openalex.org/W2947160970","https://openalex.org/W2953680418","https://openalex.org/W2969690716","https://openalex.org/W2995279030","https://openalex.org/W2996521480","https://openalex.org/W3025770049","https://openalex.org/W3030489213","https://openalex.org/W3132804543","https://openalex.org/W3176041833","https://openalex.org/W3209651137","https://openalex.org/W3217212503","https://openalex.org/W4322102361","https://openalex.org/W4324032847","https://openalex.org/W4367043571","https://openalex.org/W4385245566","https://openalex.org/W4404347832","https://openalex.org/W6639480849","https://openalex.org/W6682751323","https://openalex.org/W6739901393","https://openalex.org/W6749825310","https://openalex.org/W6772031635"],"related_works":["https://openalex.org/W4394775207","https://openalex.org/W4389474468","https://openalex.org/W2372829958","https://openalex.org/W4300172004","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3180787869","https://openalex.org/W4295929828","https://openalex.org/W3156096827"],"abstract_inverted_index":{"Digital":[0],"twins":[1],"offer":[2],"a":[3,35,53,82,98,146],"promising":[4],"solution":[5],"to":[6,34,71,145,156],"the":[7,78,138,164,171],"lack":[8],"of":[9,166],"sufficient":[10],"labeled":[11],"data":[12,21],"in":[13,38,44,169],"deep":[14,119],"learning-based":[15],"fault":[16,54,86],"diagnosis":[17,55,87],"by":[18,97],"generating":[19],"simulated":[20,68],"for":[22],"model":[23,101,149],"training.":[24],"However,":[25],"discrepancies":[26],"between":[27],"simulation":[28],"and":[29,102,127,178],"real-world":[30,72,160],"systems":[31],"can":[32],"lead":[33],"significant":[36],"drop":[37],"performance":[39],"when":[40],"models":[41,121],"are":[42],"applied":[43],"real":[45,104],"scenarios.":[46],"To":[47],"address":[48],"this":[49],"issue,":[50],"we":[51],"propose":[52],"framework":[56,80],"based":[57],"on":[58,159],"Domain-Adversarial":[59],"Neural":[60],"Networks":[61],"(DANN),":[62],"which":[63,89],"enables":[64],"knowledge":[65],"transfer":[66],"from":[67,107,153],"(source":[69],"domain)":[70,74],"(target":[73],"data.":[75],"We":[76],"evaluate":[77],"proposed":[79],"using":[81],"publicly":[83],"available":[84,180],"robotics":[85],"dataset,":[88],"includes":[90],"$\\mathbf{3,":[91],"6":[92],"0":[93],"0}$":[94],"sequences":[95,105],"generated":[96],"digital":[99],"twin":[100],"90":[103],"collected":[106],"physical":[108],"systems.":[109],"The":[110],"DANN":[111,144],"method":[112],"is":[113],"compared":[114],"with":[115],"commonly":[116],"used":[117],"lightweight":[118],"learning":[120],"such":[122],"as":[123],"CNN,":[124],"TCN,":[125],"Transformer,":[126],"LSTM.":[128],"Experimental":[129],"results":[130],"show":[131],"that":[132],"incorporating":[133],"domain":[134,167],"adaptation":[135,168],"significantly":[136],"improves":[137,150],"diagnostic":[139],"performance.":[140],"For":[141],"example,":[142],"applying":[143],"baseline":[147],"CNN":[148],"its":[151],"accuracy":[152],"$70.00":[154],"\\%$":[155,158],"$80.22":[157],"test":[161],"data,":[162],"demonstrating":[163],"effectiveness":[165],"bridging":[170],"sim-to-real":[172],"gap.<sup":[173],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[174,176],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup><sup":[175],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>Code":[177],"datasets":[179],"at:":[181],"https://github.com/JialingRichard/Digital-Twin-Fault-Diagnosis":[182]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
