{"id":"https://openalex.org/W4221086992","doi":"https://doi.org/10.1080/01605682.2022.2055498","title":"Simulation optimization using stochastic kriging with robust statistics","display_name":"Simulation optimization using stochastic kriging with robust statistics","publication_year":2022,"publication_date":"2022-03-30","ids":{"openalex":"https://openalex.org/W4221086992","doi":"https://doi.org/10.1080/01605682.2022.2055498"},"language":"en","primary_location":{"id":"doi:10.1080/01605682.2022.2055498","is_oa":false,"landing_page_url":"https://doi.org/10.1080/01605682.2022.2055498","pdf_url":null,"source":{"id":"https://openalex.org/S169988927","display_name":"Journal of the Operational Research Society","issn_l":"0160-5682","issn":["0160-5682","1476-9360"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Operational Research Society","raw_type":"journal-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/A5073873186","display_name":"Linhan Ouyang","orcid":"https://orcid.org/0000-0001-9802-6601"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linhan Ouyang","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011689754","display_name":"Mei Han","orcid":"https://orcid.org/0000-0002-8899-0701"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Han","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103039578","display_name":"Yizhong Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizhong Ma","raw_affiliation_strings":["Nanjing University of Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340951","display_name":"Min Wang","orcid":"https://orcid.org/0000-0002-9233-7844"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Min Wang","raw_affiliation_strings":["The University of Texas at San Antonio, San Antonio, TX, USA"],"affiliations":[{"raw_affiliation_string":"The University of Texas at San Antonio, San Antonio, TX, USA","institution_ids":["https://openalex.org/I45438204"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091104881","display_name":"Chanseok Park","orcid":"https://orcid.org/0000-0002-2208-3498"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Chanseok Park","raw_affiliation_strings":["Pusan National University, Busan, Korea"],"affiliations":[{"raw_affiliation_string":"Pusan National University, Busan, Korea","institution_ids":["https://openalex.org/I4921948"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5091104881"],"corresponding_institution_ids":["https://openalex.org/I4921948"],"apc_list":null,"apc_paid":null,"fwci":1.695,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.84704254,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"74","issue":"3","first_page":"623","last_page":"636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9976000189781189,"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":0.9976000189781189,"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":0.9975000023841858,"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":0.991599977016449,"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/kriging","display_name":"Kriging","score":0.719512403011322},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.686523973941803},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.646418571472168},{"id":"https://openalex.org/keywords/metamodeling","display_name":"Metamodeling","score":0.6358601450920105},{"id":"https://openalex.org/keywords/robust-statistics","display_name":"Robust statistics","score":0.49180081486701965},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.48128169775009155},{"id":"https://openalex.org/keywords/stochastic-simulation","display_name":"Stochastic simulation","score":0.47304433584213257},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.44209495186805725},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23399612307548523},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.22164422273635864},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1511070430278778}],"concepts":[{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.719512403011322},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.686523973941803},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.646418571472168},{"id":"https://openalex.org/C86610423","wikidata":"https://www.wikidata.org/wiki/Q1925081","display_name":"Metamodeling","level":2,"score":0.6358601450920105},{"id":"https://openalex.org/C67226441","wikidata":"https://www.wikidata.org/wiki/Q1665389","display_name":"Robust statistics","level":3,"score":0.49180081486701965},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.48128169775009155},{"id":"https://openalex.org/C25915931","wikidata":"https://www.wikidata.org/wiki/Q4180825","display_name":"Stochastic simulation","level":2,"score":0.47304433584213257},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.44209495186805725},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23399612307548523},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.22164422273635864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1511070430278778},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/01605682.2022.2055498","is_oa":false,"landing_page_url":"https://doi.org/10.1080/01605682.2022.2055498","pdf_url":null,"source":{"id":"https://openalex.org/S169988927","display_name":"Journal of the Operational Research Society","issn_l":"0160-5682","issn":["0160-5682","1476-9360"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Operational Research Society","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tjorxx:v:74:y:2023:i:3:p:623-636","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/01605682.2022.2055498","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":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1335638788","display_name":null,"funder_award_id":"71702072","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1341211817","display_name":null,"funder_award_id":"NSFC\u201371902089","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1402514941","display_name":null,"funder_award_id":"2019T120429","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5492905553","display_name":null,"funder_award_id":"NSFC\u201372072089","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6665276931","display_name":null,"funder_award_id":"NSFC\u201371931006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8016007651","display_name":null,"funder_award_id":"11901299","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8941175555","display_name":null,"funder_award_id":"2018K2A9A2A06019662","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1516830965","https://openalex.org/W1772857805","https://openalex.org/W1864969757","https://openalex.org/W1942709655","https://openalex.org/W1969463951","https://openalex.org/W1989206719","https://openalex.org/W2033079433","https://openalex.org/W2034021735","https://openalex.org/W2048923202","https://openalex.org/W2056108108","https://openalex.org/W2063180182","https://openalex.org/W2087600499","https://openalex.org/W2093064776","https://openalex.org/W2095529537","https://openalex.org/W2103826408","https://openalex.org/W2104193490","https://openalex.org/W2163286960","https://openalex.org/W2172144962","https://openalex.org/W2181152777","https://openalex.org/W2184072263","https://openalex.org/W2256745229","https://openalex.org/W2275354951","https://openalex.org/W2323351731","https://openalex.org/W2534417664","https://openalex.org/W2552403964","https://openalex.org/W2599820605","https://openalex.org/W2790254854","https://openalex.org/W2903846421","https://openalex.org/W2907943525","https://openalex.org/W2954906459","https://openalex.org/W2969028141","https://openalex.org/W2999854859","https://openalex.org/W3010919979","https://openalex.org/W3013176214","https://openalex.org/W3036033857","https://openalex.org/W3121339476","https://openalex.org/W3121478259","https://openalex.org/W3123026557","https://openalex.org/W3125805737","https://openalex.org/W3153869926","https://openalex.org/W4205806204","https://openalex.org/W4210855551","https://openalex.org/W4249753629","https://openalex.org/W4254161374","https://openalex.org/W4300175769"],"related_works":["https://openalex.org/W3150130873","https://openalex.org/W2104827390","https://openalex.org/W2969571561","https://openalex.org/W2620550997","https://openalex.org/W1525931652","https://openalex.org/W2076301380","https://openalex.org/W3121339476","https://openalex.org/W3147153020","https://openalex.org/W206305700","https://openalex.org/W2125285777"],"abstract_inverted_index":{"Metamodels":[0],"are":[1,41,89,107,117],"widely":[2],"used":[3,103],"as":[4],"fast":[5],"surrogates":[6],"to":[7],"facilitate":[8],"the":[9,38,92,100,111,114,130,135,144],"optimization":[10],"of":[11,63,79,99,113,122],"simulation":[12,66],"models.":[13],"Stochastic":[14],"kriging":[15],"(SK)":[16],"is":[17,34,138],"an":[18],"effective":[19],"metamodeling":[20],"tool":[21],"for":[22,65],"a":[23,60],"mean":[24],"response":[25],"surface":[26],"implied":[27],"by":[28],"stochastic":[29],"simulation.":[30],"In":[31],"SK,":[32],"it":[33],"usually":[35],"assumed":[36],"that":[37,68,88,129],"experimental":[39],"data":[40],"normally":[42],"distributed":[43],"and":[44,84,110],"uncontaminated.":[45],"However,":[46],"these":[47],"assumptions":[48,146],"can":[49],"be":[50],"easily":[51],"violated":[52],"in":[53,91,104],"many":[54],"practical":[55],"applications.":[56],"This":[57],"paper":[58,106],"proposes":[59],"new":[61,74],"type":[62],"SK":[64,75,133],"models":[67],"may":[69],"have":[70],"non-Gaussian":[71],"responses;":[72],"this":[73,105],"uses":[76],"robust":[77,95,101,132,136],"estimators":[78,102,137],"location":[80],"(or":[81,86],"central":[82],"tendency)":[83],"scale":[85],"variability)":[87],"well-known":[90],"literature":[93],"on":[94],"statistics.":[96],"Statistical":[97],"properties":[98],"briefly":[108],"analyzed":[109],"performances":[112],"proposed":[115,131],"methods":[116],"compared":[118],"through":[119],"numerical":[120],"examples":[121],"different":[123],"features.":[124],"The":[125],"comparison":[126],"results":[127],"show":[128],"with":[134],"quite":[139],"efficient,":[140],"no":[141],"matter":[142],"whether":[143],"standard":[145],"hold":[147],"or":[148],"not.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
