{"id":"https://openalex.org/W1857063196","doi":null,"title":"A survey of simulation techniques in commerce and defence","display_name":"A survey of simulation techniques in commerce and defence","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W1857063196","mag":"1857063196"},"language":"en","primary_location":{"id":"pmh:oai:bura.brunel.ac.uk:2438/4005","doi":null,"is_oa":true,"landing_page_url":"http://bura.brunel.ac.uk/handle/2438/4005","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/4005/3/Fulltext.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"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"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://bura.brunel.ac.uk/bitstream/2438/4005/3/Fulltext.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025309929","display_name":"Tillal Eldabi","orcid":"https://orcid.org/0000-0002-0045-4075","observed_orcids":["https://orcid.org/0000-0002-0045-4075"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tillal Eldabi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-0045-4075","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065092397","display_name":"Mohsen Jahangirian","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohsen Jahangirian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103239229","display_name":"Aisha Naseer","orcid":"https://orcid.org/0009-0007-7013-8821","observed_orcids":["https://orcid.org/0009-0007-7013-8821"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aisha Naseer","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0007-7013-8821","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084391403","display_name":"Lampros K. Stergioulas","orcid":"https://orcid.org/0000-0002-8615-2253","observed_orcids":["https://orcid.org/0000-0002-8615-2253"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lampros K. Stergioulas","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8615-2253","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102951422","display_name":"Terry P. Young","orcid":"https://orcid.org/0000-0001-9545-2269","observed_orcids":["https://orcid.org/0000-0001-9545-2269"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Terry Young","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-9545-2269","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5071620359","display_name":"Navonil Mustafee","orcid":"https://orcid.org/0000-0002-2204-8924","observed_orcids":["https://orcid.org/0000-0002-2204-8924"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Navonil Mustafee","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-2204-8924","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.8593,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.95070017,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.975600004196167,"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":0.975600004196167,"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/T11810","display_name":"Complex Systems and Decision Making","score":0.020999999716877937,"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/T13286","display_name":"Modeling and Simulation Systems","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modeling-and-simulation","display_name":"modeling and simulation","score":0.9570000171661377},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"discrete event simulation","score":0.8930000066757202},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"system dynamics","score":0.9810000061988831},{"id":"https://openalex.org/keywords/healthcare-simulation","display_name":"simulation-based medical education","score":0.7039999961853027},{"id":"https://openalex.org/keywords/commercial-applications","display_name":"commercial applications","score":0.5730000138282776},{"id":"https://openalex.org/keywords/military-applications","display_name":"military applications","score":0.9769999980926514},{"id":"https://openalex.org/keywords/simulation-toolkit","display_name":"simulation toolkit","score":0.6899999976158142}],"concepts":[{"id":"https://openalex.org/C2776957806","wikidata":"https://www.wikidata.org/wiki/Q4895105","display_name":"Interim","level":2,"score":0.6627126932144165},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.5322088599205017},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5260308384895325},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4900928735733032},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4670392870903015},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4073628783226013},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3915245532989502},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37952905893325806},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3399243652820587},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29248595237731934},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.1918955147266388},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.11676490306854248},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:bura.brunel.ac.uk:2438/4005","doi":null,"is_oa":true,"landing_page_url":"http://bura.brunel.ac.uk/handle/2438/4005","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/4005/3/Fulltext.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"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"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.427.130","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.427.130","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://bura.brunel.ac.uk/bitstream/2438/4005/3/Fulltext.pdf","raw_type":"text"},{"id":"mag:1857063196","doi":null,"is_oa":false,"landing_page_url":"http://dspace.brunel.ac.uk/bitstream/2438/4005/3/Fulltext.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:bura.brunel.ac.uk:2438/4005","doi":null,"is_oa":true,"landing_page_url":"http://bura.brunel.ac.uk/handle/2438/4005","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/4005/3/Fulltext.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"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"},"sustainable_development_goals":[],"study_designs":[{"id":"https://openalex.org/study-designs/systematic-review","display_name":"Systematic Review"}],"awards":[{"id":"https://openalex.org/G4403615359","display_name":"Research Into Global Healthcare Tools (RIGHT)","funder_award_id":"EP/E019900/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1857063196.pdf","grobid_xml":"https://content.openalex.org/works/W1857063196.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W12189634","https://openalex.org/W1966177091","https://openalex.org/W1968722296","https://openalex.org/W1969257440","https://openalex.org/W1973758249","https://openalex.org/W1976213619","https://openalex.org/W1981087316","https://openalex.org/W1983380051","https://openalex.org/W1986829344","https://openalex.org/W2001461628","https://openalex.org/W2002929911","https://openalex.org/W2004917160","https://openalex.org/W2008412068","https://openalex.org/W2009748105","https://openalex.org/W2013537423","https://openalex.org/W2016083398","https://openalex.org/W2016981845","https://openalex.org/W2017877397","https://openalex.org/W2026031832","https://openalex.org/W2026633141","https://openalex.org/W2027202557","https://openalex.org/W2032679413","https://openalex.org/W2033459821","https://openalex.org/W2033636123","https://openalex.org/W2035097950","https://openalex.org/W2035340335","https://openalex.org/W2043976122","https://openalex.org/W2044659433","https://openalex.org/W2048859982","https://openalex.org/W2055466410","https://openalex.org/W2055689452","https://openalex.org/W2057099132","https://openalex.org/W2073095896","https://openalex.org/W2074397292","https://openalex.org/W2078707111","https://openalex.org/W2090686378","https://openalex.org/W2094677210","https://openalex.org/W2096237696","https://openalex.org/W2100439691","https://openalex.org/W2106907816","https://openalex.org/W2107389608","https://openalex.org/W2110919939","https://openalex.org/W2124071573","https://openalex.org/W2129683067","https://openalex.org/W2131379682","https://openalex.org/W2134719373","https://openalex.org/W2139917491","https://openalex.org/W2149364707","https://openalex.org/W2153310220","https://openalex.org/W2155320462","https://openalex.org/W2164658073","https://openalex.org/W2166525065","https://openalex.org/W2170726341"],"related_works":["https://openalex.org/W7033100147","https://openalex.org/W7014596507","https://openalex.org/W4317815287","https://openalex.org/W1968846385","https://openalex.org/W2473876635","https://openalex.org/W2293970453","https://openalex.org/W2986944813","https://openalex.org/W4398137819","https://openalex.org/W3146325252","https://openalex.org/W4401798271"],"abstract_inverted_index":{"Despite":[0],"the":[1,12,21,34,70,81,88,96,110,133],"developments":[2],"in":[3,20,26,69,80,87,105,109],"Modelling":[4],"and":[5,9,24,36,72,127],"Simulation":[6,92],"(M&S)":[7],"tools":[8],"techniques":[10],"over":[11],"past":[13],"years,":[14],"there":[15,139],"has":[16,94,114,120],"been":[17,95,121],"a":[18,30,49,61,141],"gap":[19],"M&S":[22,68,147],"research":[23],"practice":[25],"healthcare":[27],"on":[28,65],"developing":[29],"toolkit":[31],"to":[32],"assist":[33],"modellers":[35],"simulation":[37],"practitioners":[38],"with":[39,101],"selecting":[40],"an":[41],"appropriate":[42],"set":[43],"of":[44,67],"techniques.":[45],"This":[46,55],"study":[47],"is":[48,140],"preliminary":[50],"step":[51],"towards":[52,144],"this":[53],"goal.":[54],"paper":[56],"presents":[57],"some":[58,78],"results":[59,84],"from":[60],"systematic":[62],"literature":[63],"survey":[64],"applications":[66],"commerce":[71],"defence":[73,111],"domains":[74],"that":[75,86,138],"could":[76],"inspire":[77],"improvements":[79],"healthcare.":[82],"Interim":[83],"show":[85],"commercial":[89],"sector":[90],"Discrete-Event":[91],"(DES)":[93],"most":[97],"widely":[98],"used":[99],"technique":[100],"System":[102],"Dynamics":[103],"(SD)":[104],"second":[106],"place.":[107],"However":[108],"sector,":[112],"SD":[113,119],"gained":[115],"relatively":[116],"more":[117],"attention.":[118],"found":[122],"quite":[123],"useful":[124],"for":[125],"qualitative":[126],"soft":[128],"factors":[129],"analysis.":[130],"From":[131],"both":[132],"surveys":[134],"it":[135],"becomes":[136],"clear":[137],"growing":[142],"trend":[143],"using":[145],"hybrid":[146],"approaches.":[148],"1":[149]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":2}],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2016-06-24T00:00:00"}
