{"id":"https://openalex.org/W2065606022","doi":"https://doi.org/10.1057/jos.2011.14","title":"Using genetic algorithms and an indifference-zone ranking and selection procedure under common random numbers for simulation optimisation","display_name":"Using genetic algorithms and an indifference-zone ranking and selection procedure under common random numbers for simulation optimisation","publication_year":2011,"publication_date":"2011-07-22","ids":{"openalex":"https://openalex.org/W2065606022","doi":"https://doi.org/10.1057/jos.2011.14","mag":"2065606022"},"language":"en","primary_location":{"id":"doi:10.1057/jos.2011.14","is_oa":false,"landing_page_url":"https://doi.org/10.1057/jos.2011.14","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,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"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"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://stars.library.ucf.edu/facultybib2010/3076","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035383111","display_name":"Dima Nazzal","orcid":"https://orcid.org/0000-0003-1137-2603"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"D Nazzal","raw_affiliation_strings":["University of Central Florida Orlando FL USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida Orlando FL USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007185566","display_name":"Mansooreh Mollaghasemi","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M Mollaghasemi","raw_affiliation_strings":["University of Central Florida Orlando FL USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida Orlando FL USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074805728","display_name":"Henrik E. Hedlund","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"H Hedlund","raw_affiliation_strings":["University of Central Florida Orlando FL USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida Orlando FL USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014968822","display_name":"Ali Bozorgi","orcid":"https://orcid.org/0000-0003-1044-496X"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"A Bozorgi","raw_affiliation_strings":["University of Central Florida Orlando FL USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida Orlando FL USA","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":null,"apc_paid":null,"fwci":1.2508,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.81825372,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"6","issue":"1","first_page":"56","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.961899995803833,"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":0.7774918079376221},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7764134407043457},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.7350133657455444},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.6116563081741333},{"id":"https://openalex.org/keywords/stochastic-simulation","display_name":"Stochastic simulation","score":0.528353750705719},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5230023264884949},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.418820858001709},{"id":"https://openalex.org/keywords/random-seed","display_name":"Random seed","score":0.4124293923377991},{"id":"https://openalex.org/keywords/random-number-generation","display_name":"Random number generation","score":0.3501027822494507},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2268436849117279},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1707841157913208},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1614486575126648}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7774918079376221},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7764134407043457},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.7350133657455444},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6116563081741333},{"id":"https://openalex.org/C25915931","wikidata":"https://www.wikidata.org/wiki/Q4180825","display_name":"Stochastic simulation","level":2,"score":0.528353750705719},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5230023264884949},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.418820858001709},{"id":"https://openalex.org/C26263659","wikidata":"https://www.wikidata.org/wiki/Q1886131","display_name":"Random seed","level":3,"score":0.4124293923377991},{"id":"https://openalex.org/C201866948","wikidata":"https://www.wikidata.org/wiki/Q228206","display_name":"Random number generation","level":2,"score":0.3501027822494507},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2268436849117279},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1707841157913208},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1614486575126648}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1057/jos.2011.14","is_oa":false,"landing_page_url":"https://doi.org/10.1057/jos.2011.14","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,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"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:stars.library.ucf.edu:facultybib2010-4075","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/facultybib2010/3076","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Bibliography 2010s","raw_type":"text"},{"id":"pmh:oai:stars.library.ucf.edu:scopus2010-6546","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/scopus2010/5547","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus Export 2010-2014","raw_type":"text"},{"id":"pmh:oai:RePEc:taf:tjsmxx:v:6:y:2012:i:1:p:56-66","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1057/jos.2011.14","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,"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":{"id":"pmh:oai:stars.library.ucf.edu:facultybib2010-4075","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/facultybib2010/3076","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Bibliography 2010s","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5199999809265137,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W629041493","https://openalex.org/W1492417045","https://openalex.org/W1497256448","https://openalex.org/W1504250515","https://openalex.org/W1514229031","https://openalex.org/W1530998306","https://openalex.org/W1559956479","https://openalex.org/W1593887592","https://openalex.org/W1967692477","https://openalex.org/W1993507146","https://openalex.org/W1998353286","https://openalex.org/W2000669387","https://openalex.org/W2003859568","https://openalex.org/W2020009149","https://openalex.org/W2029530218","https://openalex.org/W2034452224","https://openalex.org/W2052514130","https://openalex.org/W2065783532","https://openalex.org/W2085300404","https://openalex.org/W2093440335","https://openalex.org/W2097571405","https://openalex.org/W2100655446","https://openalex.org/W2110077636","https://openalex.org/W2130995399","https://openalex.org/W2131931587","https://openalex.org/W2133892322","https://openalex.org/W2140481308","https://openalex.org/W2143991733","https://openalex.org/W2159000073","https://openalex.org/W2166274157","https://openalex.org/W2480573709","https://openalex.org/W2502114063","https://openalex.org/W2602857763","https://openalex.org/W2970576388","https://openalex.org/W4210424113"],"related_works":["https://openalex.org/W2019742814","https://openalex.org/W3086652970","https://openalex.org/W1584110599","https://openalex.org/W2131123012","https://openalex.org/W2567005509","https://openalex.org/W2068428530","https://openalex.org/W2551314737","https://openalex.org/W4297985114","https://openalex.org/W2775374936","https://openalex.org/W2062045810"],"abstract_inverted_index":{"Genetic":[0],"algorithms":[1],"(GAs)":[2],"are":[3,38,47],"one":[4],"of":[5,29,61,148],"the":[6,27,30,34,42,59,65,70,93,120,124,135,138,145],"many":[7,82],"optimisation":[8,89],"methodologies":[9],"that":[10,91],"have":[11],"been":[12],"used":[13],"in":[14,63,122],"conjunction":[15],"with":[16,23],"simulation":[17,88],"modelling.":[18],"The":[19],"most":[20],"critical":[21],"step":[22],"a":[24,87,113,131],"GA":[25,94],"is":[26,67,75],"assignment":[28],"selective":[31],"probabilities":[32,37],"to":[33,57,77],"alternatives.":[35],"Selective":[36],"assigned":[39],"based":[40],"on":[41],"alternatives\u2019":[43],"estimated":[44],"performances":[45],"which":[46,64,123],"obtained":[48,56],"using":[49,109,141],"simulation.":[50],"An":[51],"accurate":[52],"estimate":[53,80],"should":[54,126],"be":[55,117],"reduce":[58],"number":[60,147],"cases":[62],"search":[66,125],"oriented":[68],"towards":[69],"wrong":[71],"direction.":[72],"Furthermores,":[73],"it":[74],"important":[76],"obtain":[78],"this":[79],"without":[81],"replications.":[83,149],"This":[84],"study":[85],"proposes":[86],"methodology":[90],"combines":[92],"and":[95,100],"an":[96,110],"indifference-zone":[97],"(IZ)":[98],"ranking":[99],"selection":[101],"procedure":[102],"under":[103],"common":[104],"random":[105],"numbers":[106],"(CRN).":[107],"By":[108],"IZ":[111],"procedure,":[112],"statistical":[114,132],"guarantee":[115,133],"can":[116],"made":[118],"about":[119,134],"direction":[121],"progress":[127],"as":[128,130],"well":[129],"results":[136],"from":[137],"search.":[139],"Furthermore,":[140],"CRN":[142],"significantly":[143],"reduces":[144],"required":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}