Autocalibration of the E3SM Version 2 Atmosphere Model Using a PCA‐Based Surrogate for Spatial Fields

Abstract Global Climate Model tuning (calibration) is a tedious and time‐consuming process, with high‐dimensional input and output fields. Experts typically tune by iteratively running climate simulations with hand‐picked values of tuning parameters. Many, in both the statistical and climate literat...

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Bibliographic Details

Published in:	Journal of Advances in Modeling Earth Systems
Main Authors:	Drew Yarger, Benjamin Moore Wagman, Kenny Chowdhary, Lyndsay Shand
Format:	Article
Language:	English
Published:	American Geophysical Union (AGU) 2024-04-01
Subjects:	machine learning climate tuning calibration
Online Access:	https://doi.org/10.1029/2023MS003961