{"id":"https://openalex.org/W7127581496","doi":"https://doi.org/10.1109/ccnc65079.2026.11366401","title":"Customizing Human Machine Interfaces leveraging Digital Twins and Large Language Models","display_name":"Customizing Human Machine Interfaces leveraging Digital Twins and Large Language Models","publication_year":2026,"publication_date":"2026-01-09","ids":{"openalex":"https://openalex.org/W7127581496","doi":"https://doi.org/10.1109/ccnc65079.2026.11366401"},"language":null,"primary_location":{"id":"doi:10.1109/ccnc65079.2026.11366401","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc65079.2026.11366401","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd Consumer Communications &amp;amp; Networking Conference (CCNC)","raw_type":"proceedings-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/A5123332869","display_name":"Francesco Franco","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Franco","raw_affiliation_strings":["University of Modena and Reggio Emilia,Informatics and Mathematics (FIM),Department of Physical Sciences,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Informatics and Mathematics (FIM),Department of Physical Sciences,Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117770653","display_name":"Lorenzo Lamazzi","orcid":"https://orcid.org/0009-0004-9808-2936"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Lamazzi","raw_affiliation_strings":["University of Modena and Reggio Emilia,Informatics and Mathematics (FIM),Department of Physical Sciences,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Informatics and Mathematics (FIM),Department of Physical Sciences,Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122929411","display_name":"Marco Picone","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Picone","raw_affiliation_strings":["University of Modena and Reggio Emilia,Department of Sciences and Method for Engineering (DISMI),Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Department of Sciences and Method for Engineering (DISMI),Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114345200","display_name":"Marco Savarese","orcid":"https://orcid.org/0009-0004-9722-0110"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]},{"id":"https://openalex.org/I4210161797","display_name":"Ferrari (Italy)","ror":"https://ror.org/05p859a12","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210161797"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Savarese","raw_affiliation_strings":["University of Modena and Reggio Emilia,Department of Engineering \"Enzo Ferrari\",Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Department of Engineering \"Enzo Ferrari\",Italy","institution_ids":["https://openalex.org/I122346577","https://openalex.org/I4210161797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120032086","display_name":"Carlo Augusto Grazia","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]},{"id":"https://openalex.org/I4210161797","display_name":"Ferrari (Italy)","ror":"https://ror.org/05p859a12","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210161797"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlo Augusto Grazia","raw_affiliation_strings":["University of Modena and Reggio Emilia,Department of Engineering \"Enzo Ferrari\",Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Department of Engineering \"Enzo Ferrari\",Italy","institution_ids":["https://openalex.org/I122346577","https://openalex.org/I4210161797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062522099","display_name":"Luca Bedogni","orcid":"https://orcid.org/0000-0001-9993-4046"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Bedogni","raw_affiliation_strings":["University of Modena and Reggio Emilia,Informatics and Mathematics (FIM),Department of Physical Sciences,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Informatics and Mathematics (FIM),Department of Physical Sciences,Italy","institution_ids":["https://openalex.org/I122346577"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1363544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10763","display_name":"Digital Transformation in Industry","score":0.5249999761581421,"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":0.5249999761581421,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.19059999287128448,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.051600001752376556,"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/personalization","display_name":"Personalization","score":0.689300000667572},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.6685000061988831},{"id":"https://openalex.org/keywords/visual-language","display_name":"Visual language","score":0.5967000126838684},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5544999837875366},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5206999778747559},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4471000134944916},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.42419999837875366},{"id":"https://openalex.org/keywords/human\u2013machine-system","display_name":"Human\u2013machine system","score":0.39320001006126404}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.689300000667572},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.6685000061988831},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6640999913215637},{"id":"https://openalex.org/C2780878386","wikidata":"https://www.wikidata.org/wiki/Q1659648","display_name":"Visual language","level":2,"score":0.5967000126838684},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5867000222206116},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5544999837875366},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5206999778747559},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4471000134944916},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.42419999837875366},{"id":"https://openalex.org/C146047270","wikidata":"https://www.wikidata.org/wiki/Q469666","display_name":"Human\u2013machine system","level":2,"score":0.39320001006126404},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.39079999923706055},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.3749000132083893},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.36039999127388},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.3440999984741211},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C165024716","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"Human\u2013machine interface","level":3,"score":0.33000001311302185},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.31200000643730164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3068999946117401},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.2736999988555908},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.2687999904155731}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc65079.2026.11366401","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc65079.2026.11366401","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd Consumer Communications &amp;amp; Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.515730619430542,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W3004865641","https://openalex.org/W3175384439","https://openalex.org/W4210844773","https://openalex.org/W4213048599","https://openalex.org/W4386892322","https://openalex.org/W4392543840","https://openalex.org/W4392905183","https://openalex.org/W4393864720","https://openalex.org/W4395029205","https://openalex.org/W4399800538","https://openalex.org/W4401387605","https://openalex.org/W4410887602","https://openalex.org/W4413158741"],"related_works":[],"abstract_inverted_index":{"Industry":[0],"5.0":[1],"emphasizes":[2],"human-centric":[3],"manufacturing,":[4],"where":[5],"the":[6],"operator":[7,18,79,133,144],"needs":[8],"to":[9,30,141],"inform":[10],"system":[11],"design.":[12],"While":[13],"Operator":[14],"Digital":[15,50],"Twins":[16],"monitor":[17],"states":[19],"through":[20,64,111],"biometric":[21,82],"data,":[22],"existing":[23],"approaches":[24],"have":[25],"not":[26],"exploited":[27],"this":[28],"information":[29],"adapt":[31,96],"industrial":[32],"Human-Machine":[33],"Interfaces":[34],"(HMIs),":[35],"which":[36],"remain":[37],"predominantly":[38],"static":[39],"and":[40,71,86,92,99,125],"uniform.":[41],"This":[42,128],"paper":[43],"proposes":[44],"an":[45],"architecture":[46],"that":[47,95],"extends":[48],"Human":[49],"Twin":[51],"systems":[52],"with":[53],"LLM-driven":[54],"personalization":[55],"for":[56],"web-based":[57],"HMIs.":[58],"The":[59,106],"framework":[60],"collects":[61],"operator-specific":[62],"data":[63],"a":[65,131],"mobile":[66],"application":[67],"integrating":[68],"Health":[69],"Connect":[70],"manual":[72],"inputs.":[73],"A":[74],"Large":[75],"Language":[76],"Model":[77],"interprets":[78],"profiles":[80],"containing":[81],"signals,":[83],"permanent":[84],"characteristics,":[85],"preferences,":[87],"generating":[88],"customized":[89],"CSS":[90],"stylesheets":[91],"configuration":[93],"parameters":[94],"visual":[97,117],"properties":[98],"interaction":[100],"modalities":[101],"while":[102],"preserving":[103],"safety-critical":[104],"elements.":[105],"architecture\u2019s":[107],"applicability":[108],"is":[109],"illustrated":[110],"diverse":[112],"conceptual":[113],"scenarios,":[114],"such":[115],"as":[116],"impairments,":[118],"protective":[119],"equipment":[120],"usage,":[121],"elevated":[122],"stress":[123],"states,":[124],"ergonomic":[126],"preferences.":[127],"demonstrates":[129],"how":[130],"consistent":[132],"profile":[134],"format":[135],"could":[136],"drive":[137],"varied":[138],"interface":[139],"adaptations":[140],"meet":[142],"different":[143],"needs.":[145]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-02-06T00:00:00"}
