{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T07:46:21Z","timestamp":1778831181047,"version":"3.51.4"},"reference-count":22,"publisher":"SAGE Publications","issue":"10","license":[{"start":{"date-parts":[[2011,10,1]],"date-time":"2011-10-01T00:00:00Z","timestamp":1317427200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["SIMULATION"],"published-print":{"date-parts":[[2011,10]]},"abstract":"<jats:p>This paper describes the application of Kriging metamodeling in multiple-objective simulation optimization. An Arena-based simulation model of an (s, S) inventory system is utilized to demonstrate the capabilities of Kriging metamodeling as a simulation tool. Response surface methodology and Kriging metamodeling are compared to determine the situations in which one approach might be preferred over the other. The optimization approaches described here have the objective of finding the optimal values of reorder point s and maximum inventory level S so as to minimize the total cost of the inventory system while maximizing customer satisfaction. This paper describes two alternative approaches to utilizing Kriging methodology with multiple-objective optimization in simulation studies.<\/jats:p>","DOI":"10.1177\/0037549711411964","type":"journal-article","created":{"date-parts":[[2011,10,3]],"date-time":"2011-10-03T07:45:11Z","timestamp":1317627911000},"page":"843-856","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":21,"title":["Kriging metamodeling in multiple-objective simulation optimization"],"prefix":"10.1177","volume":"87","author":[{"given":"Mehdi","family":"Zakerifar","sequence":"first","affiliation":[{"name":"Department of Industrial Engineering, University of Louisville, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"William E","family":"Biles","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, University of Louisville, USA,"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gerald W","family":"Evans","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, University of Louisville, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2011,10,3]]},"reference":[{"key":"atypb1","volume-title":"Design and analysis of simulation experiments","author":"Kleijnen JPC.","year":"2007"},{"key":"atypb2","volume-title":"Proceedings of the 37th Winter Simulation Conference","author":"Van Beers WCM."},{"key":"atypb3","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2007.10.013"},{"key":"atypb4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2009.05.002"},{"key":"atypb5","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/93.2.279"},{"key":"atypb6","first-page":"239","volume":"21","author":"McKay MDzBeckman RJ","year":"1979","journal-title":"Technometrics"},{"key":"atypb7","doi-asserted-by":"crossref","DOI":"10.1002\/9781119115151","volume-title":"Statistics for spatial data","author":"Cressie NAC.","year":"1993"},{"key":"atypb8","doi-asserted-by":"crossref","unstructured":"Biles WE, Kleijnen JPC, van Beers W. and Van Nieuwenhuyse I. Kriging metamodeling in constrained simulation optimization: an explorative study. In: Henderson SG, Biller B, Hsieh M-H, Shortle J, Tew JD and Barton RR (eds) Proceedings of the 39th Winter Simulation Conference. Washington, DC, 2007, pp. 362-370.","DOI":"10.1109\/WSC.2007.4419623"},{"key":"atypb9","doi-asserted-by":"publisher","DOI":"10.1108\/03321640810878243"},{"key":"atypb10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-05294-5"},{"key":"atypb11","doi-asserted-by":"publisher","DOI":"10.2113\/gsecongeo.58.8.1246"},{"key":"atypb12","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.jors.2601492"},{"key":"atypb13","volume-title":"Simulation with Arena","author":"Kelton WD","year":"2010","edition":"5"},{"key":"atypb14","volume-title":"Simulation modeling and analysis","author":"Law AM","year":"2006","edition":"4"},{"key":"atypb15","volume-title":"Design and analysis of experiments","author":"Montgomery DC","year":"2008"},{"key":"atypb16","volume-title":"Applied optimization with Matlab programming","author":"Venkataraman P.","year":"2009"},{"key":"atypb17","volume-title":"LINGO\/Win32 11.0.0.11","author":"LINDO Systems Inc.","year":"2008"},{"key":"atypb18","volume-title":"Office 2007 bible","author":"Walkenbach J.","year":"2007"},{"key":"atypb19","volume-title":"\u2018The Language of Technical Computing\u2019","author":"MathWorks.","year":"2009"},{"key":"atypb20","volume-title":"Dace: a Matlab Kriging toolbox, version 2.0","author":"Lophaven SN","year":"2002"},{"key":"atypb21","volume-title":"Minitab 15 statistical software","author":"Minitab Inc.","year":"2007"},{"key":"atypb22","volume-title":"Design of experiments with Minitab","author":"Mathews PG","year":"2005"}],"container-title":["SIMULATION"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0037549711411964","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/0037549711411964","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T11:23:14Z","timestamp":1777634594000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/0037549711411964"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,10]]},"references-count":22,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2011,10]]}},"alternative-id":["10.1177\/0037549711411964"],"URL":"https:\/\/doi.org\/10.1177\/0037549711411964","relation":{},"ISSN":["0037-5497","1741-3133"],"issn-type":[{"value":"0037-5497","type":"print"},{"value":"1741-3133","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,10]]}}}