JSM 2011 Online Program

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Abstract Details

Activity Number: 456
Type: Topic Contributed
Date/Time: Wednesday, August 3, 2011 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics and the Environment
Abstract - #301539
Title: Calibrating Computer Models with Multivariate High- and Low-Resolution Output
Author(s): William Kleiber*+ and Stephan Sain
Companies: National Center for Atmospheric Research and National Center for Atmospheric Research
Address: , , CO, ,
Keywords: Computer experiment ; Calibration ; Fidelity ; Resolution ; Spatial-temporal
Abstract:

We consider calibration of the Lyon-Fedder-Mobarry model for coupled magnetosphere-ionosphere simulation. Model output is a bivariate spatial-temporal field for two physical variables, and is available at high and low resolutions. We discuss an approach to quantifying the uncertainty in the multivariate calibration parameters that combines the computationally expensive but sparser high resolution output with the lower fidelity but computationally inexpensive low resolution output.


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