Surrogate‐Model Assisted Plausibility‐Check, Calibration, and Posterior‐Distribution Evaluation of Subsurface‐Flow Models

Abstract Modern physics‐based subsurface‐flow models often require many parameters and computationally costly simulations. This prohibits traditional ensemble‐based conditioning. We expedite the calibration of such models by using surrogate/proxy models based on Gaussian Process Regression (GPR). In...

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Bibliographic Details
Main Authors: Jonas Allgeier, Olaf A. Cirpka
Format: Article
Language:English
Published: Wiley 2023-07-01
Series:Water Resources Research
Subjects:
Online Access:https://doi.org/10.1029/2023WR034453
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