TY - GEN
T1 - Comparing designs for computer simulation experiments
AU - Johnson, Rachel T.
AU - Montgomery, Douglas
AU - Jones, Bradley
AU - Fowler, John
N1 - Copyright:
Copyright 2010 Elsevier B.V., All rights reserved.
PY - 2008
Y1 - 2008
N2 - The use of simulation as a modeling and analysis tool is wide spread. Simulation is an enabling tool for experimenting virtually on a validated computer environment. Often the underlying function for the results of a computer simulation experiment has too much curvature to be adequately modeled by a low order polynomial. In such cases finding an appropriate experimental design is not easy. This research uses prediction variance over the volume of the design region to evaluate computer simulation experiments assuming the modeler is interested in fitting a second order polynomial or a Gaussian Process model to the response data. Both space-filling and optimal designs are considered.
AB - The use of simulation as a modeling and analysis tool is wide spread. Simulation is an enabling tool for experimenting virtually on a validated computer environment. Often the underlying function for the results of a computer simulation experiment has too much curvature to be adequately modeled by a low order polynomial. In such cases finding an appropriate experimental design is not easy. This research uses prediction variance over the volume of the design region to evaluate computer simulation experiments assuming the modeler is interested in fitting a second order polynomial or a Gaussian Process model to the response data. Both space-filling and optimal designs are considered.
UR - http://www.scopus.com/inward/record.url?scp=60749125788&partnerID=8YFLogxK
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U2 - 10.1109/WSC.2008.4736101
DO - 10.1109/WSC.2008.4736101
M3 - Conference contribution
AN - SCOPUS:60749125788
SN - 9781424427086
T3 - Proceedings - Winter Simulation Conference
SP - 463
EP - 470
BT - Proceedings of the 2008 Winter Simulation Conference, WSC 2008
T2 - 2008 Winter Simulation Conference, WSC 2008
Y2 - 7 December 2008 through 10 December 2008
ER -