Emulating and calibrating the multiple-fidelity Lyon–Fedder–Mobarry magnetosphere–ionosphere coupled computer model
type="main" xml:id="rssc12064-abs-0001"> <title type="main">Summary</title> <p>The Lyon–Fedder–Mobarry global magnetosphere–ionosphere coupled model LFM-MIX is used to study Sun–Earth interactions by simulating geomagnetic storms. This work focuses on relating the multifidelity output from LFM-MIX to field observations of ionospheric conductance. Given a set of input values and solar wind data, LFM-MIX numerically solves the magnetohydrodynamic equations and outputs a bivariate spatiotemporal field of ionospheric energy and flux. Of particular interest here are LFM-MIX input settings required to match corresponding output with field observations. To estimate these input settings, a multivariate spatiotemporal statistical LFM-MIX emulator is constructed. The statistical emulator leverages the multiple fidelities such that the less computationally demanding yet lower fidelity LFM-MIX is used to provide estimates of the higher fidelity output. The higher fidelity LFM-MIX output is then used for calibration by using additive and non-linear discrepancy functions.
Year of publication: |
2015
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Authors: | Heaton, Matthew J. ; Kleiber, William ; Sain, Stephan R. ; Wiltberger, Michael |
Published in: |
Journal of the Royal Statistical Society Series C. - Royal Statistical Society - RSS, ISSN 0035-9254. - Vol. 64.2015, 1, p. 93-113
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Publisher: |
Royal Statistical Society - RSS |
Saved in:
Online Resource
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