{"id":"https://openalex.org/W4408280887","doi":"https://doi.org/10.1109/access.2025.3549529","title":"LLM-Enhanced Human\u2013Machine Interaction for Adaptive Decision-Making in Dynamic Manufacturing Process Environments","display_name":"LLM-Enhanced Human\u2013Machine Interaction for Adaptive Decision-Making in Dynamic Manufacturing Process Environments","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408280887","doi":"https://doi.org/10.1109/access.2025.3549529"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3549529","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549529","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3549529","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115560774","display_name":"Zozan Keskin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113352","display_name":"Innovation Center Denmark","ror":"https://ror.org/025260c90","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210113352"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Zozan Keskin","raw_affiliation_strings":["INC Innovation Center GmbH, Munich, Germany","INC Innovation Center GmbH, Frankenthaler Stra&#x00DF;e 20, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"INC Innovation Center GmbH, Munich, Germany","institution_ids":["https://openalex.org/I4210113352"]},{"raw_affiliation_string":"INC Innovation Center GmbH, Frankenthaler Stra&#x00DF;e 20, Munich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055872515","display_name":"Diederick Joosten","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113352","display_name":"Innovation Center Denmark","ror":"https://ror.org/025260c90","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210113352"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik Joosten","raw_affiliation_strings":["INC Innovation Center GmbH, Munich, Germany","INC Innovation Center GmbH, Frankenthaler Stra&#x00DF;e 20, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"INC Innovation Center GmbH, Munich, Germany","institution_ids":["https://openalex.org/I4210113352"]},{"raw_affiliation_string":"INC Innovation Center GmbH, Frankenthaler Stra&#x00DF;e 20, Munich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079571595","display_name":"Nils Klasen","orcid":"https://orcid.org/0000-0002-3612-887X"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nils Klasen","raw_affiliation_strings":["Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering&#x2014;WZL, RWTH Aachen University, Aachen, Germany","Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering, WZL, RWTH Aachen University, Campus-Boulevard 30, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering&#x2014;WZL, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering, WZL, RWTH Aachen University, Campus-Boulevard 30, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020961756","display_name":"Meike Huber","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Meike Huber","raw_affiliation_strings":["Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering&#x2014;WZL, RWTH Aachen University, Aachen, Germany","Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering, WZL, RWTH Aachen University, Campus-Boulevard 30, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering&#x2014;WZL, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering, WZL, RWTH Aachen University, Campus-Boulevard 30, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353381","display_name":"Chang Liu","orcid":"https://orcid.org/0009-0001-7457-0204"},"institutions":[{"id":"https://openalex.org/I4210121405","display_name":"Centre for Artificial Intelligence and Robotics","ror":"https://ror.org/01xnbq218","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210121405","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Chang Liu","raw_affiliation_strings":["Hong Kong Industrial Artificial Intelligence &#x0026; Robotics Centre (FLAIR), Hong Kong, China","Hong Kong Industrial Artificial Intelligence &#x0026; Robotics Centre (FLAIR), 78 Tat Chee Avenue, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Hong Kong Industrial Artificial Intelligence &#x0026; Robotics Centre (FLAIR), Hong Kong, China","institution_ids":["https://openalex.org/I4210121405"]},{"raw_affiliation_string":"Hong Kong Industrial Artificial Intelligence &#x0026; Robotics Centre (FLAIR), 78 Tat Chee Avenue, Hong Kong, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012055004","display_name":"Benny Drescher","orcid":"https://orcid.org/0000-0001-6230-039X"},"institutions":[{"id":"https://openalex.org/I4210113352","display_name":"Innovation Center Denmark","ror":"https://ror.org/025260c90","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210113352"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benny Drescher","raw_affiliation_strings":["INC Innovation Center GmbH, Munich, Germany","INC Innovation Center GmbH, Frankenthaler Stra&#x00DF;e 20, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"INC Innovation Center GmbH, Munich, Germany","institution_ids":["https://openalex.org/I4210113352"]},{"raw_affiliation_string":"INC Innovation Center GmbH, Frankenthaler Stra&#x00DF;e 20, Munich, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045094368","display_name":"Robert Schmitt","orcid":"https://orcid.org/0000-0002-0011-5962"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robert H. Schmitt","raw_affiliation_strings":["Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering&#x2014;WZL, RWTH Aachen University, Aachen, Germany","Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering, WZL, RWTH Aachen University, Campus-Boulevard 30, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering&#x2014;WZL, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Chair for Intelligence in Quality Sensing, Laboratory for Machine Tools and Production Engineering, WZL, RWTH Aachen University, Campus-Boulevard 30, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5115560774"],"corresponding_institution_ids":["https://openalex.org/I4210113352"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":13.0121,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.98620737,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"44650","last_page":"44661"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9110000133514404,"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":0.9110000133514404,"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":0.7248613238334656},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.606085479259491},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1343362033367157}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7248613238334656},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.606085479259491},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1343362033367157}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2025.3549529","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549529","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:79787d6b102a46e284438a331a6daa96","is_oa":true,"landing_page_url":"https://doaj.org/article/79787d6b102a46e284438a331a6daa96","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 44650-44661 (2025)","raw_type":"article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/487095","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/487095","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"journal article"},{"id":"pmh:oai:publications.rwth-aachen.de:1008566","is_oa":true,"landing_page_url":"https://publications.rwth-aachen.de/record/1008566","pdf_url":null,"source":{"id":"https://openalex.org/S4306401362","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"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":"IEEE access 13, 44650-44661 (2025). doi:10.1109/ACCESS.2025.3549529","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3549529","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549529","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1859322275","display_name":null,"funder_award_id":"InnoHK","funder_id":"https://openalex.org/F4320321920","funder_display_name":"Innovation and Technology Commission"}],"funders":[{"id":"https://openalex.org/F4320321920","display_name":"Innovation and Technology Commission","ror":"https://ror.org/04vf9tr09"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2567477793","https://openalex.org/W2617171657","https://openalex.org/W2767346351","https://openalex.org/W2768739795","https://openalex.org/W2784792583","https://openalex.org/W2964121316","https://openalex.org/W3011871913","https://openalex.org/W3087425401","https://openalex.org/W3158324549","https://openalex.org/W3190091903","https://openalex.org/W4319264390","https://openalex.org/W4324316215","https://openalex.org/W4366598232","https://openalex.org/W4382400366","https://openalex.org/W4383648142","https://openalex.org/W4386143024","https://openalex.org/W4391406220","https://openalex.org/W4391971011","https://openalex.org/W4392781032","https://openalex.org/W4392975254","https://openalex.org/W4393231265","https://openalex.org/W4396712057","https://openalex.org/W4399070913","https://openalex.org/W4400875868","https://openalex.org/W4401199597","https://openalex.org/W4401235869","https://openalex.org/W4401622700","https://openalex.org/W4403446700","https://openalex.org/W4404210661","https://openalex.org/W4407074647","https://openalex.org/W4407597135","https://openalex.org/W6681068347","https://openalex.org/W6773918792","https://openalex.org/W6841542142","https://openalex.org/W6855537017","https://openalex.org/W6871535657","https://openalex.org/W6873880243"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Modern":[0],"production":[1,18,84,137],"systems":[2],"generate":[3],"vast":[4],"amounts":[5],"of":[6,24,60,151,171],"process":[7,94,100],"data":[8,49,54,81,95,106,118,133,153],"that":[9,68,101,131],"hold":[10],"valuable":[11],"insights":[12,36],"for":[13,183],"optimizing":[14],"manufacturing":[15,152],"processes.":[16],"However,":[17],"personnel":[19,85,138],"often":[20],"face":[21],"the":[22,47,53,58,109,113,142,148,155],"challenge":[23,43],"interpreting":[25],"this":[26],"information,":[27],"especially":[28],"when":[29,35],"dealing":[30],"with":[31,89],"unexpected":[32],"anomalies":[33],"or":[34],"beyond":[37],"standard":[38],"reports":[39],"are":[40],"required.":[41,159],"This":[42,63],"arises":[44],"both":[45],"from":[46,96,147],"complex":[48,90,149],"structures":[50],"in":[51],"which":[52,145],"is":[55],"provided,":[56],"and":[57,79,119,139,154,168,180],"lack":[59],"analytical":[61],"expertise.":[62],"research":[64],"introduces":[65],"an":[66,97],"approach":[67],"leverages":[69],"Large":[70],"Language":[71],"Models":[72],"(LLMs)":[73],"to":[74,86,115,175],"facilitate":[75],"natural":[76],"language":[77],"queries":[78],"flexible":[80],"visualization,":[82],"allowing":[83],"interact":[87],"effortlessly":[88],"datasets.":[91],"Tested":[92],"on":[93,124,164],"industrial":[98,185],"extrusion":[99],"has":[102],"been":[103],"enhanced":[104],"using":[105],"augmentation":[107],"techniques,":[108],"proposed":[110],"concept":[111],"demonstrates":[112],"capability":[114],"retrieve":[116],"relevant":[117],"present":[120],"tailored":[121],"visualizations":[122],"based":[123],"simple":[125],"user":[126],"prompts.":[127],"The":[128],"results":[129],"demonstrate":[130],"LLM-driven":[132],"exploration":[134],"can":[135],"support":[136],"help":[140],"overcome":[141],"challenges":[143],"described,":[144],"arise":[146],"nature":[150],"specialized":[156],"domain":[157],"knowledge":[158],"Future":[160],"work":[161],"will":[162],"concentrate":[163],"improving":[165],"accuracy,":[166],"robustness,":[167],"further":[169],"integration":[170],"domain-specific":[172],"knowledge,":[173],"aiming":[174],"provide":[176],"a":[177],"more":[178],"reliable":[179],"accessible":[181],"tool":[182],"various":[184],"environments.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
