{"id":"https://openalex.org/W3015487859","doi":"https://doi.org/10.1080/0951192x.2020.1747642","title":"Digital twin-driven supervised machine learning for the development of artificial intelligence applications in manufacturing","display_name":"Digital twin-driven supervised machine learning for the development of artificial intelligence applications in manufacturing","publication_year":2020,"publication_date":"2020-04-08","ids":{"openalex":"https://openalex.org/W3015487859","doi":"https://doi.org/10.1080/0951192x.2020.1747642","mag":"3015487859"},"language":"en","primary_location":{"id":"doi:10.1080/0951192x.2020.1747642","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2020.1747642","pdf_url":null,"source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","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/A5084613538","display_name":"Kosmas Alexopoulos","orcid":"https://orcid.org/0000-0002-3658-6838"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Kosmas Alexopoulos","raw_affiliation_strings":["Laboratory for Manufacturing Systems & Automation (LMS), Department of Mechanical Engineering & Aeronautics, University of Patras, Rio-Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Manufacturing Systems & Automation (LMS), Department of Mechanical Engineering & Aeronautics, University of Patras, Rio-Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054530935","display_name":"Nikolaos Nikolakis","orcid":"https://orcid.org/0000-0002-4563-714X"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Nikolakis","raw_affiliation_strings":["Laboratory for Manufacturing Systems & Automation (LMS), Department of Mechanical Engineering & Aeronautics, University of Patras, Rio-Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Manufacturing Systems & Automation (LMS), Department of Mechanical Engineering & Aeronautics, University of Patras, Rio-Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088889627","display_name":"George Chryssolouris","orcid":"https://orcid.org/0000-0003-3958-9230"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Chryssolouris","raw_affiliation_strings":["Laboratory for Manufacturing Systems & Automation (LMS), Department of Mechanical Engineering & Aeronautics, University of Patras, Rio-Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Manufacturing Systems & Automation (LMS), Department of Mechanical Engineering & Aeronautics, University of Patras, Rio-Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5084613538"],"corresponding_institution_ids":["https://openalex.org/I174878644"],"apc_list":null,"apc_paid":null,"fwci":28.2019,"has_fulltext":false,"cited_by_count":297,"citation_normalized_percentile":{"value":0.9973427,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"33","issue":"5","first_page":"429","last_page":"439"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10763","display_name":"Digital Transformation in Industry","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9891999959945679,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/computer-science","display_name":"Computer science","score":0.7005305886268616},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6504928469657898},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6279072761535645},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5834022164344788},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4683493971824646},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4449314475059509},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.10325518250465393}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7005305886268616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6504928469657898},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6279072761535645},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5834022164344788},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4683493971824646},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4449314475059509},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.10325518250465393},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/0951192x.2020.1747642","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0951192x.2020.1747642","pdf_url":null,"source":{"id":"https://openalex.org/S57062392","display_name":"International Journal of Computer Integrated Manufacturing","issn_l":"0951-192X","issn":["0951-192X","1362-3052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Integrated Manufacturing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5400000214576721,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1981759979","https://openalex.org/W2039119280","https://openalex.org/W2108598243","https://openalex.org/W2131791211","https://openalex.org/W2159544029","https://openalex.org/W2165698076","https://openalex.org/W2183341477","https://openalex.org/W2219903032","https://openalex.org/W2346505350","https://openalex.org/W2397830550","https://openalex.org/W2589306531","https://openalex.org/W2605102758","https://openalex.org/W2618749399","https://openalex.org/W2757110387","https://openalex.org/W2782812883","https://openalex.org/W2789411814","https://openalex.org/W2791288760","https://openalex.org/W2803716633","https://openalex.org/W2811006608","https://openalex.org/W2884128582","https://openalex.org/W2888630976","https://openalex.org/W2897776890","https://openalex.org/W2910597635","https://openalex.org/W2911388689","https://openalex.org/W2972059106"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W3107602296","https://openalex.org/W4312192474","https://openalex.org/W4210805261","https://openalex.org/W4387297750"],"abstract_inverted_index":{"Digital":[0],"Twin":[1],"(DT)":[2],"implementations":[3],"can":[4,85,121,172,190],"contribute":[5],"to":[6,66,133],"smart":[7],"manufacturing":[8],"by":[9,95,103],"integrating":[10],"the":[11,14,46,90,107,140,169,196],"physical":[12],"and":[13,44,68,79,111,124],"cyber":[15],"space.":[16],"Artificial":[17],"Intelligence":[18],"(AI)":[19],"applications":[20],"based":[21],"on":[22],"Machine":[23],"Learning":[24],"(ML)":[25],"are":[26],"widely":[27],"accepted":[28],"as":[29,70,72,100,102],"promising":[30],"technologies":[31],"in":[32,45,75,93,156,188],"manufacturing.":[33],"However,":[34],"ML":[35,94,146],"methods":[36],"require":[37],"large":[38],"volumes":[39],"of":[40,48,179,184],"quality":[41],"training":[42,91,98,176],"datasets":[43,99,120],"case":[47,164],"supervised":[49],"ML,":[50],"manual":[51],"input":[52],"is":[53,63,130,148],"usually":[54],"required":[55,132],"for":[56,88,138,144,175,193],"labelling":[57,105],"those":[58],"datasets.":[59],"Such":[60],"an":[61,157],"approach":[62,143],"expensive,":[64],"prone":[65],"errors":[67],"labour":[69],"well":[71,101],"time-intensive,":[73],"especially":[74],"a":[76],"highly":[77],"complex":[78],"dynamic":[80],"production":[81,197],"environment.":[82],"DT":[83,185],"models":[84,147],"be":[86,122,134,173,191],"utilized":[87],"accelerating":[89],"phase":[92],"creating":[96],"suitable":[97],"automatic":[104],"via":[106],"simulation":[108,183],"tools":[109],"chain":[110],"thus":[112],"alleviating":[113],"user\u2019s":[114],"involvement":[115],"during":[116],"training.":[117],"These":[118],"synthetic":[119],"enhanced":[123],"cross-validated":[125],"with":[126],"real-world":[127],"information":[128],"which":[129,187],"not":[131],"extensive.":[135],"A":[136],"framework":[137,152],"implementing":[139],"proposed":[141,151,170],"DT-driven":[142],"developing":[145],"presented.":[149],"The":[150,162],"has":[153,165],"been":[154],"implemented":[155],"industrially":[158],"relevant":[159],"use":[160,163],"case.":[161],"provided":[166],"evidence":[167],"that":[168],"concept":[171],"used":[174,192],"vision-based":[177],"recognition":[178],"parts\u2019":[180],"orientation":[181],"using":[182],"models,":[186],"turn":[189],"adaptively":[194],"controlling":[195],"process.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":65},{"year":2024,"cited_by_count":58},{"year":2023,"cited_by_count":76},{"year":2022,"cited_by_count":45},{"year":2021,"cited_by_count":32},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}