{"id":"https://openalex.org/W2799822012","doi":"https://doi.org/10.1080/17477778.2018.1465153","title":"Queuing systems in a feedback environment: Continuous versus discrete-event simulation","display_name":"Queuing systems in a feedback environment: Continuous versus discrete-event simulation","publication_year":2018,"publication_date":"2018-04-03","ids":{"openalex":"https://openalex.org/W2799822012","doi":"https://doi.org/10.1080/17477778.2018.1465153","mag":"2799822012"},"language":"en","primary_location":{"id":"doi:10.1080/17477778.2018.1465153","doi":"https://doi.org/10.1080/17477778.2018.1465153","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17477778.2018.1465153","pdf_url":null,"source":{"id":"https://openalex.org/S207180383","display_name":"Journal of Simulation","issn_l":"1747-7778","issn":["1747-7778","1747-7786","1774-7786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-class-a","anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Simulation","raw_type":"journal-article"},"volume":null,"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/A5031707643","display_name":"Yaman Barlas","orcid":"https://orcid.org/0000-0001-8010-1095","observed_orcids":["https://orcid.org/0000-0001-8010-1095"]},"institutions":[{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Yaman Barlas","raw_affiliation_strings":["Department of Industrial Engineering, Bo\u011fazi\u00e7i University, Bebek, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Bo\u011fazi\u00e7i University, Bebek, Istanbul, Turkey","institution_ids":["https://openalex.org/I4405392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036057995","display_name":"Onur \u00d6zg\u00fcn","orcid":"https://orcid.org/0000-0003-1192-122X","observed_orcids":["https://orcid.org/0000-0003-1192-122X"]},"institutions":[{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Onur \u00d6zg\u00fcn","raw_affiliation_strings":["Department of Industrial Engineering, Bo\u011fazi\u00e7i University, Bebek, Istanbul, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-1192-122X","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Bo\u011fazi\u00e7i University, Bebek, Istanbul, Turkey","institution_ids":["https://openalex.org/I4405392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5031707643"],"corresponding_institution_ids":["https://openalex.org/I4405392"],"apc_list":null,"apc_paid":null,"fwci":1.5961,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.84652512,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"12","issue":"2","first_page":"144","last_page":"161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.8877000212669373,"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"}},"topics":[{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.8877000212669373,"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"}},{"id":"https://openalex.org/T10974","display_name":"Advanced Queuing Theory Analysis","score":0.10350000113248825,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.0027000000700354576,"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/queuing-systems","display_name":"queuing systems","score":0.9110000133514404},{"id":"https://openalex.org/keywords/feedback-queues","display_name":"feedback queues","score":0.6690000295639038},{"id":"https://openalex.org/keywords/continuous-simulation","display_name":"continuous simulation","score":0.9480000138282776},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"discrete event simulation","score":0.9990000128746033},{"id":"https://openalex.org/keywords/m-m-2-queue","display_name":"M/M/2 queue","score":0.9449999928474426},{"id":"https://openalex.org/keywords/time-delay","display_name":"time delay","score":0.8050000071525574},{"id":"https://openalex.org/keywords/oscillatory-dynamics","display_name":"oscillatory dynamics","score":0.7860000133514404},{"id":"https://openalex.org/keywords/far-from-equilibrium-dynamics","display_name":"far-from-equilibrium dynamics","score":0.828000009059906},{"id":"https://openalex.org/keywords/system-scale","display_name":"system scale","score":0.5370000004768372}],"concepts":[{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.7801802158355713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7685019969940186},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.7177549600601196},{"id":"https://openalex.org/C138721006","wikidata":"https://www.wikidata.org/wiki/Q5165516","display_name":"Continuous simulation","level":2,"score":0.6582673192024231},{"id":"https://openalex.org/C25915931","wikidata":"https://www.wikidata.org/wiki/Q4180825","display_name":"Stochastic simulation","level":2,"score":0.5562607049942017},{"id":"https://openalex.org/C55689738","wikidata":"https://www.wikidata.org/wiki/Q15963867","display_name":"Discrete time and continuous time","level":2,"score":0.5210508704185486},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.5186280608177185},{"id":"https://openalex.org/C96314035","wikidata":"https://www.wikidata.org/wiki/Q5282062","display_name":"Discrete system","level":2,"score":0.4957607686519623},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.4745374917984009},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.40973734855651855},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3817058503627777},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15282854437828064},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13552987575531006},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08985266089439392},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.08749589323997498},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17477778.2018.1465153","doi":"https://doi.org/10.1080/17477778.2018.1465153","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17477778.2018.1465153","pdf_url":null,"source":{"id":"https://openalex.org/S207180383","display_name":"Journal of Simulation","issn_l":"1747-7778","issn":["1747-7778","1747-7786","1774-7786"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-class-a","anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Simulation","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tjsmxx:v:12:y:2018:i:2:p:144-161","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/17477778.2018.1465153","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G7586521687","display_name":null,"funder_award_id":"06HA305","funder_id":"https://openalex.org/F4320323079","funder_display_name":"Bo\u011fazi\u00e7i \u00dcniversitesi"}],"funders":[{"id":"https://openalex.org/F4320323079","display_name":"Bo\u011fazi\u00e7i \u00dcniversitesi","ror":"https://ror.org/03z9tma90"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1975850564","https://openalex.org/W1980005324","https://openalex.org/W1983506733","https://openalex.org/W1985164456","https://openalex.org/W1995841120","https://openalex.org/W2009611008","https://openalex.org/W2098497479","https://openalex.org/W2118882248","https://openalex.org/W2120005815","https://openalex.org/W2128248600","https://openalex.org/W2161788592","https://openalex.org/W2170647851","https://openalex.org/W2333873844","https://openalex.org/W4234585203"],"related_works":["https://openalex.org/W2403927504","https://openalex.org/W2071745168","https://openalex.org/W2076536710","https://openalex.org/W1996145535","https://openalex.org/W2112183587","https://openalex.org/W7099887120","https://openalex.org/W206977382","https://openalex.org/W2902339250","https://openalex.org/W2076817582","https://openalex.org/W2120005815"],"abstract_inverted_index":{"The":[0],"discrete":[1,20,92,173,190],"stochastic":[2,191],"nature":[3],"of":[4,56,85,140],"typical":[5],"queuing":[6,27,39,60],"problems":[7],"calls":[8],"for":[9,36],"discrete-event":[10],"simulation,":[11,174],"rather":[12,187],"than":[13,188],"continuous":[14,30,72,79,94,167],"simulation":[15,31,57,73,95,125,168],"that":[16,22,41,163],"would":[17],"ignore":[18],"the":[19,75,106,123,138,141,144,147,157,176,183],"details":[21],"may":[23],"be":[24,34,170],"important":[25],"in":[26,100,164],"dynamics.":[28,103],"However,":[29,104],"can":[32,169],"perhaps":[33],"suitable":[35],"certain":[37],"large":[38],"systems":[40],"involve":[42],"feedback":[43],"interactions":[44],"and":[45,93,122],"time":[46],"delays.":[47],"This":[48],"study":[49],"examines":[50],"this":[51],"question":[52],"by":[53,78,117,182,189],"a":[54,133],"series":[55],"experiments":[58],"with":[59,64,68],"systems.":[61],"We":[62,161],"start":[63],"an":[65],"M/M/2":[66],"system":[67,76,107,142,148,177,185],"state-dependent":[69],"arrivals.":[70],"Since":[71],"represents":[74],"states":[77],"variables,":[80],"when":[81,105,132,156],"these":[82],"variables":[83],"(number":[84],"entities)":[86],"revolve":[87],"around":[88],"small":[89],"integer":[90],"values,":[91],"approaches":[96,126],"exhibit":[97],"significant":[98],"differences":[99],"their":[101],"output":[102],"scale":[108],"is":[109,135,159],"increased":[110],"(many":[111],"servers,":[112],"many":[113],"entities),":[114],"errors":[115],"caused":[116],"continuity":[118],"assumption":[119],"drop":[120],"significantly":[121],"two":[124],"yield":[127],"much":[128],"closer":[129],"outputs.":[130],"Finally,":[131],"delay":[134,158],"introduced":[136],"before":[137],"state":[139],"influences":[143],"arrival":[145],"rates,":[146],"behaviour":[149],"becomes":[150],"oscillatory,":[151],"involving":[152],"even":[153],"sustained":[154],"oscillations":[155],"discrete.":[160],"show":[162],"such":[165],"settings,":[166],"superior":[171],"to":[172],"since":[175],"exhibits":[178],"far-from-equilibrium":[179],"dynamics":[180],"driven":[181],"endogenous":[184],"structure,":[186],"events.":[192],"Our":[193],"results":[194],"have":[195],"various":[196],"real-life":[197],"modelling":[198],"implications.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2018-05-17T00:00:00"}