{"id":"https://openalex.org/W4406611885","doi":"https://doi.org/10.1109/wsc63780.2024.10838729","title":"Learning Simulation-Based Digital Twins for Discrete Material Flow Systems: A Review","display_name":"Learning Simulation-Based Digital Twins for Discrete Material Flow Systems: A Review","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406611885","doi":"https://doi.org/10.1109/wsc63780.2024.10838729"},"language":"en","primary_location":{"id":"doi:10.1109/wsc63780.2024.10838729","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc63780.2024.10838729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"review","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/A5079105184","display_name":"Christian Schwede","orcid":"https://orcid.org/0009-0003-0431-6547"},"institutions":[{"id":"https://openalex.org/I203082224","display_name":"Hochschule Bielefeld","ror":"https://ror.org/00edvg943","country_code":"DE","type":"education","lineage":["https://openalex.org/I203082224"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian Schwede","raw_affiliation_strings":["University of Applied Science and Arts Bielefeld,Bielefeld,NRW,GERMANY"],"affiliations":[{"raw_affiliation_string":"University of Applied Science and Arts Bielefeld,Bielefeld,NRW,GERMANY","institution_ids":["https://openalex.org/I203082224"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030328969","display_name":"D Fischer","orcid":null},"institutions":[{"id":"https://openalex.org/I203082224","display_name":"Hochschule Bielefeld","ror":"https://ror.org/00edvg943","country_code":"DE","type":"education","lineage":["https://openalex.org/I203082224"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Fischer","raw_affiliation_strings":["University of Applied Science and Arts Bielefeld,Bielefeld,NRW,GERMANY"],"affiliations":[{"raw_affiliation_string":"University of Applied Science and Arts Bielefeld,Bielefeld,NRW,GERMANY","institution_ids":["https://openalex.org/I203082224"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5079105184"],"corresponding_institution_ids":["https://openalex.org/I203082224"],"apc_list":null,"apc_paid":null,"fwci":1.4806,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85172414,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3070","last_page":"3081"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9469000101089478,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9469000101089478,"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/T10763","display_name":"Digital Transformation in Industry","score":0.9284999966621399,"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":0.9276000261306763,"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":0.678636908531189},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.4560409188270569},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.42824554443359375},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.2436387538909912},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.10486528277397156},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06806272268295288}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.678636908531189},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4560409188270569},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.42824554443359375},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2436387538909912},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.10486528277397156},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06806272268295288}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wsc63780.2024.10838729","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc63780.2024.10838729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/489390","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/489390","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":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W136005176","https://openalex.org/W2008161988","https://openalex.org/W2062782606","https://openalex.org/W2106956101","https://openalex.org/W2340709770","https://openalex.org/W2414798759","https://openalex.org/W2518003110","https://openalex.org/W2581522324","https://openalex.org/W2584722588","https://openalex.org/W2591895673","https://openalex.org/W2786100634","https://openalex.org/W2800448691","https://openalex.org/W2890904471","https://openalex.org/W2901278912","https://openalex.org/W2907903535","https://openalex.org/W2913907135","https://openalex.org/W2922234147","https://openalex.org/W3007795728","https://openalex.org/W3009635072","https://openalex.org/W3012041784","https://openalex.org/W3015776049","https://openalex.org/W3016142292","https://openalex.org/W3037716082","https://openalex.org/W3042091195","https://openalex.org/W3044946215","https://openalex.org/W3071717444","https://openalex.org/W3092212698","https://openalex.org/W3125328737","https://openalex.org/W3126373819","https://openalex.org/W3208026483","https://openalex.org/W4200612054","https://openalex.org/W4226341570","https://openalex.org/W4242344220","https://openalex.org/W4244028482","https://openalex.org/W4244442776","https://openalex.org/W4281564688","https://openalex.org/W4281692458","https://openalex.org/W4309905345","https://openalex.org/W4311263617","https://openalex.org/W4313898553","https://openalex.org/W4385293770","https://openalex.org/W4392781032"],"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":{"Digital":[0],"Twins":[1],"(DTs)":[2],"play":[3],"a":[4,87,122,137],"crucial":[5],"role":[6],"in":[7,40,70,113],"the":[8,13,41,67,84,114,130,133],"fourth":[9],"industrial":[10],"revolution.":[11],"In":[12],"context":[14],"of":[15,46,80,92,116,125,132],"discrete":[16],"material":[17],"flow":[18],"systems,":[19],"companies":[20],"under":[21],"constant":[22],"competitive":[23],"pressure":[24],"seek":[25],"solutions":[26],"to":[27,73,100],"minimize":[28],"costs":[29,61],"and":[30,44,55,62,128,145],"maximize":[31],"performance.":[32],"Simulation-based":[33],"DTs":[34,50,78],"can":[35],"help":[36],"make":[37],"optimal":[38],"decisions":[39],"design,":[42],"planning,":[43],"control":[45],"these":[47],"systems.":[48],"Such":[49],"are":[51,63],"until":[52],"now":[53],"created":[54],"updated":[56],"by":[57],"domain":[58],"experts":[59],"producing":[60],"often":[64],"not":[65],"considering":[66],"advances":[68],"made":[69],"machine":[71],"learning":[72],"improve":[74],"prediction":[75],"quality.":[76],"Learning":[77],"out":[79],"data":[81],"could":[82],"be":[83],"solution":[85],"for":[86,147],"broader":[88],"application.":[89],"A":[90],"lot":[91],"work":[93,127],"has":[94],"already":[95],"been":[96],"done":[97],"that":[98],"contributes":[99],"this":[101],"endeavor,":[102],"yet":[103],"relevant":[104,126,142],"building":[105,143],"blocks":[106,144],"originate":[107],"from":[108],"different":[109,117],"scientific":[110],"areas":[111],"resulting":[112],"use":[115],"terminology.":[118],"Thus":[119],"we":[120],"present":[121],"holistic":[123],"review":[124],"analyze":[129],"state":[131],"art":[134],"based":[135],"on":[136],"new":[138],"classification":[139],"scheme":[140],"deriving":[141],"gaps":[146],"future":[148],"research.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
