Computer Model Calibration Using the Ensemble Kalman Filter

Computer model calibration is the process of determining input parameter settings to a computational model that are consistent with physical observations. This is often quite challenging due to the computational demands of running the model. In this article, we use the ensemble Kalman filter (EnKF)...

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Veröffentlicht in:	Technometrics 2013-11, Vol.55 (4), p.488-500
Hauptverfasser:	Higdon, Dave, Gattiker, Jim, Lawrence, Earl, Jackson, Charles, Tobis, Michael, Pratola, Matt, Habib, Salman, Heitmann, Katrin, Price, Steve
Format:	Artikel
Sprache:	eng
Schlagworte:	Approximation Bayesian analysis Bayesian statistics Calibration Computer experiments Data assimilation Gaussian process Kalman filters Model validation Parameter estimation Uncertainty quantification Weather forecasting
Online-Zugang:	Volltext
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