DeepFlow: History Matching in the Space of Deep Generative Models

14 May 2019Lukas MosserOlivier DubruleMartin J. Blunt

The calibration of a reservoir model with observed transient data of fluid pressures and rates is a key task in obtaining a predictive model of the flow and transport behaviour of the earth's subsurface. The model calibration task, commonly referred to as "history matching", can be formalised as an ill-posed inverse problem where we aim to find the underlying spatial distribution of petrophysical properties that explain the observed dynamic data... (read more)

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