{"id":"https://openalex.org/W4391423708","doi":"https://doi.org/10.1109/ieem58616.2023.10406374","title":"Linking Discrete-Event Simulation with Artificial Intelligence: A Literature-Based Analysis of Existing Approaches in the Context of Manufacturing Planning and Control","display_name":"Linking Discrete-Event Simulation with Artificial Intelligence: A Literature-Based Analysis of Existing Approaches in the Context of Manufacturing Planning and Control","publication_year":2023,"publication_date":"2023-12-18","ids":{"openalex":"https://openalex.org/W4391423708","doi":"https://doi.org/10.1109/ieem58616.2023.10406374"},"language":"en","primary_location":{"id":"doi:10.1109/ieem58616.2023.10406374","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieem58616.2023.10406374","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)","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/A5027966013","display_name":"Michael Kranz","orcid":"https://orcid.org/0000-0001-5136-884X"},"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":true,"raw_author_name":"M. Kranz","raw_affiliation_strings":["Institute of Industrial Engineering and Ergonomics, RWTH Aachen University,Aachen,Germany","Institute of Industrial Engineering and Ergonomics, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Industrial Engineering and Ergonomics, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Industrial Engineering and Ergonomics, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087350663","display_name":"Verena Nitsch","orcid":"https://orcid.org/0000-0002-4784-1283"},"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":"V. Nitsch","raw_affiliation_strings":["Institute of Industrial Engineering and Ergonomics, RWTH Aachen University,Aachen,Germany","Institute of Industrial Engineering and Ergonomics, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Industrial Engineering and Ergonomics, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Industrial Engineering and Ergonomics, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079125846","display_name":"Susanne M\u00fctze\u2010Niew\u00f6hner","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":"S. M\u00fctze-Niew\u00f6hner","raw_affiliation_strings":["Institute of Industrial Engineering and Ergonomics, RWTH Aachen University,Aachen,Germany","Institute of Industrial Engineering and Ergonomics, RWTH Aachen University, Aachen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Industrial Engineering and Ergonomics, RWTH Aachen University,Aachen,Germany","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Institute of Industrial Engineering and Ergonomics, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5027966013"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":1.0202,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.81182421,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1194","last_page":"1198"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9631999731063843,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9631999731063843,"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/T11006","display_name":"BIM and Construction Integration","score":0.9628999829292297,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11195","display_name":"Simulation Techniques and Applications","score":0.9581999778747559,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.666976273059845},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6571659445762634},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5689507722854614},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5432828664779663},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5319198966026306},{"id":"https://openalex.org/keywords/automated-planning-and-scheduling","display_name":"Automated planning and scheduling","score":0.46809008717536926},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.4582504630088806},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3963857591152191}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.666976273059845},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6571659445762634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5689507722854614},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5432828664779663},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5319198966026306},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.46809008717536926},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.4582504630088806},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3963857591152191},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ieem58616.2023.10406374","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieem58616.2023.10406374","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1554781672","https://openalex.org/W1562929073","https://openalex.org/W1905139512","https://openalex.org/W1970782188","https://openalex.org/W1999667466","https://openalex.org/W2013150564","https://openalex.org/W2037976508","https://openalex.org/W2045142606","https://openalex.org/W2057599382","https://openalex.org/W2087449854","https://openalex.org/W2166847320","https://openalex.org/W2312348006","https://openalex.org/W2401327907","https://openalex.org/W2465148163","https://openalex.org/W2711019844","https://openalex.org/W2911373778","https://openalex.org/W3042236702","https://openalex.org/W3107110675","https://openalex.org/W3118615836","https://openalex.org/W3136782857","https://openalex.org/W3147164456","https://openalex.org/W3147257862","https://openalex.org/W3176889999","https://openalex.org/W3205623975","https://openalex.org/W3207282750","https://openalex.org/W3207988956","https://openalex.org/W3211424228","https://openalex.org/W3216891387","https://openalex.org/W4205935271","https://openalex.org/W4214555488","https://openalex.org/W4248824169","https://openalex.org/W4292794323","https://openalex.org/W4303685811","https://openalex.org/W4317815217","https://openalex.org/W4392562160","https://openalex.org/W6633548418","https://openalex.org/W6803528086"],"related_works":["https://openalex.org/W3172046280","https://openalex.org/W3154004055","https://openalex.org/W3159614211","https://openalex.org/W3172480937","https://openalex.org/W3110235425","https://openalex.org/W3170841837","https://openalex.org/W2955878371","https://openalex.org/W3144736789","https://openalex.org/W3132124030","https://openalex.org/W3216814722"],"abstract_inverted_index":{"Although":[0],"discrete-event":[1],"simulation":[2],"(DES)":[3],"can":[4,94,166],"successfully":[5],"support":[6],"the":[7,25,58,90,104,144,148,153,175],"clarification":[8],"of":[9,27,32,40,49,52,60,117,143,150,177],"various":[10],"issues":[11],"in":[12,21,57,141,174],"manufacturing,":[13],"it":[14],"is":[15,43,108],"also":[16],"subject":[17],"to":[18,44,83,97,110,127,170],"some":[19,31],"limitations":[20,34],"practical":[22],"applications.":[23],"With":[24],"help":[26],"artificial":[28],"intelligence":[29],"(AI)":[30],"these":[33],"may":[35],"be":[36,95,167],"overcome.":[37],"The":[38,74,134,157],"aim":[39],"this":[41,66],"paper":[42],"give":[45],"a":[46,68,160,171],"systematic":[47,69],"overview":[48],"method":[50],"combinations":[51,121],"DES":[53,85,93,115],"and":[54,63,86,113,131,139,152],"AI":[55,87,101,107,154],"implemented":[56],"context":[59,176],"manufacturing":[61,118],"planning":[62,172],"control.":[64],"For":[65],"purpose,":[67],"literature":[70],"review":[71],"was":[72],"conducted.":[73],"evaluation":[75],"shows":[76],"that":[77],"there":[78],"are":[79],"five":[80],"different":[81],"approaches":[82,135,165],"combine":[84],"methods.":[88],"On":[89,103],"one":[91],"hand,":[92,106],"used":[96,109],"test":[98],"or":[99],"train":[100],"systems.":[102,119],"other":[105],"control,":[111],"optimize,":[112],"analyze":[114],"models":[116],"These":[120],"have":[122],"been":[123],"used,":[124],"for":[125,162],"example,":[126],"solve":[128],"planning,":[129],"decision-making,":[130],"assignment":[132],"problems.":[133],"found":[136],"were":[137],"analyzed":[138],"systematized":[140],"terms":[142],"decision":[145],"problems":[146],"considered,":[147],"type":[149],"combination":[151],"methods":[155],"used.":[156],"results":[158],"provide":[159],"basis":[161],"deciding":[163],"which":[164],"applied":[168],"best":[169],"problem":[173],"manufacturing.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}
