{"id":"https://openalex.org/W4406611091","doi":"https://doi.org/10.1109/smc54092.2024.10832066","title":"Adaptive Domain-Enhanced Transfer Learning for Welding Defect Classification","display_name":"Adaptive Domain-Enhanced Transfer Learning for Welding Defect Classification","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4406611091","doi":"https://doi.org/10.1109/smc54092.2024.10832066"},"language":"en","primary_location":{"id":"doi:10.1109/smc54092.2024.10832066","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10832066","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://wrap.warwick.ac.uk/id/eprint/191885/1/WRAP-Adaptive-domain-enhanced-transfer-learning-welding-defect-classification-25.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017045702","display_name":"Dan Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dan Dai","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,Coventry,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,Coventry,UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003969416","display_name":"Anand Mohan","orcid":"https://orcid.org/0000-0002-8720-2777"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anand Mohan","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,Coventry,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,Coventry,UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051937017","display_name":"Pasquale Franciosa","orcid":"https://orcid.org/0000-0001-5458-3836"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pasquale Franciosa","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,Coventry,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,Coventry,UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378800","display_name":"Tong Zhang","orcid":"https://orcid.org/0000-0002-7025-6365"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology,Guangzhou,China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031770932","display_name":"C. L. Philip Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"C. L. Philip Chen","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology,Guangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology,Guangzhou,China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028702982","display_name":"Dariusz Ceglarek","orcid":"https://orcid.org/0000-0003-0788-4673"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dariusz Ceglarek","raw_affiliation_strings":["University of Warwick,Warwick Manufacturing Group,Coventry,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Warwick,Warwick Manufacturing Group,Coventry,UK","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3152","last_page":"3158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9994000196456909,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9973000288009644,"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/T10736","display_name":"Hydrogen embrittlement and corrosion behaviors in metals","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/2506","display_name":"Metals and Alloys"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6527376770973206},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6036447882652283},{"id":"https://openalex.org/keywords/welding","display_name":"Welding","score":0.5415686368942261},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5048354268074036},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.4464794099330902},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4233718812465668},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.2216152846813202},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08312675356864929},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.07121434807777405}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6527376770973206},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6036447882652283},{"id":"https://openalex.org/C19474535","wikidata":"https://www.wikidata.org/wiki/Q131172","display_name":"Welding","level":2,"score":0.5415686368942261},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5048354268074036},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.4464794099330902},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4233718812465668},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2216152846813202},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08312675356864929},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.07121434807777405},{"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/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smc54092.2024.10832066","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10832066","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:wrap.warwick.ac.uk:191885","is_oa":true,"landing_page_url":"https://doi.org/10.1109/SMC54092.2024.10832066","pdf_url":"https://wrap.warwick.ac.uk/id/eprint/191885/1/WRAP-Adaptive-domain-enhanced-transfer-learning-welding-defect-classification-25.pdf","source":{"id":"https://openalex.org/S4306400665","display_name":"Warwick Research Archive Portal (University of Warwick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39555362","host_organization_name":"University of Warwick","host_organization_lineage":["https://openalex.org/I39555362"],"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":"Conference Item"}],"best_oa_location":{"id":"pmh:oai:wrap.warwick.ac.uk:191885","is_oa":true,"landing_page_url":"https://doi.org/10.1109/SMC54092.2024.10832066","pdf_url":"https://wrap.warwick.ac.uk/id/eprint/191885/1/WRAP-Adaptive-domain-enhanced-transfer-learning-welding-defect-classification-25.pdf","source":{"id":"https://openalex.org/S4306400665","display_name":"Warwick Research Archive Portal (University of Warwick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39555362","host_organization_name":"University of Warwick","host_organization_lineage":["https://openalex.org/I39555362"],"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":"Conference Item"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406611091.pdf","grobid_xml":"https://content.openalex.org/works/W4406611091.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2060277733","https://openalex.org/W2070829864","https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2619004999","https://openalex.org/W2944269877","https://openalex.org/W2962858109","https://openalex.org/W3030364939","https://openalex.org/W3034315405","https://openalex.org/W3041528150","https://openalex.org/W3049460138","https://openalex.org/W3131900481","https://openalex.org/W3173395783","https://openalex.org/W4206085079","https://openalex.org/W4206553297","https://openalex.org/W4220901260","https://openalex.org/W4302275742","https://openalex.org/W4312046000","https://openalex.org/W4312210066","https://openalex.org/W4319862144","https://openalex.org/W4380903709","https://openalex.org/W4384027984","https://openalex.org/W4390827781","https://openalex.org/W4394760834","https://openalex.org/W6747381837","https://openalex.org/W6779997284"],"related_works":["https://openalex.org/W4389474468","https://openalex.org/W3095487414","https://openalex.org/W4300172004","https://openalex.org/W2901026139","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3180787869","https://openalex.org/W2955455867","https://openalex.org/W4295929828"],"abstract_inverted_index":{"The":[0,115],"integration":[1],"of":[2,52,108,121],"Intelligent":[3],"Welding":[4],"Systems":[5],"(IWS)":[6],"in":[7,12,23,92,132],"smart":[8],"manufacturing":[9,39],"leverages":[10],"advancements":[11],"sensors,":[13],"robotics,":[14],"and":[15,49,76,87,101],"artificial":[16],"intelligence":[17],"to":[18,128],"optimize":[19],"welding":[20,45,58,135],"processes.":[21],"However,":[22],"industry":[24],"practice,":[25],"we":[26,64,94],"still":[27],"face":[28],"challenges":[29,130],"such":[30],"as":[31],"sufficient":[32],"data":[33,46,89],"is":[34,82],"not":[35],"available":[36],"for":[37,90],"every":[38],"task,":[40],"the":[41,50,56,96,103,106,119,129],"costs":[42],"associated":[43],"with":[44],"annotation":[47],"quality,":[48],"risk":[51],"knowledge":[53,109],"forgetting":[54],"during":[55],"continual":[57,77],"process.":[59],"To":[60],"tackle":[61],"these":[62],"issues,":[63],"developed":[65],"an":[66],"Adaptive":[67],"Domain-Enhanced":[68],"Transfer":[69],"Learning":[70],"(ADETL)":[71],"framework":[72,81,117],"that":[73],"integrates":[74],"self-supervised":[75],"learning":[78],"strategies.":[79],"This":[80],"adept":[83],"at":[84],"using":[85],"incremental":[86],"unlabeled":[88],"pre-training,":[91],"which":[93],"analyze":[95],"parameter":[97],"space,":[98],"loss":[99],"landscape,":[100],"make":[102],"model":[104],"understand":[105],"behaviour":[107],"transfer":[110],"from":[111],"diverse":[112],"source":[113],"domains.":[114],"ADETL":[116],"improves":[118],"performance":[120],"defect":[122],"classification,":[123],"offering":[124],"a":[125],"promising":[126],"solution":[127],"inherent":[131],"automatic,":[133],"continuous":[134],"operations.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
