A Simple Emulator That Enables Interpretation of Parameter‐Output Relationships, Applied to Two Climate Model PPEs

Abstract We present a new additive method, referred to as sage for Simplified Additive Gaussian processes Emulator, for emulating climate model Perturbed Parameter Ensembles (PPEs). sage estimates the value of a climate model output as the sum of additive terms. Each additive term is the mean of a G...

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Hlavní autoři:	Qingyuan Yang, Gregory S. Elsaesser, Marcus van Lier‐Walqui, Trude Eidhammer
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	American Geophysical Union (AGU) 2025-05-01
Edice:	Journal of Advances in Modeling Earth Systems
Témata:	perturbed parameter ensemble climate model emulator machine learning global circulation model
On-line přístup:	https://doi.org/10.1029/2024MS004766
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