Theory-guided data science-based reservoir prediction of a North Sea oil field

Theory-guided data science-based reservoir prediction of a North Sea oil field

Data science-based methods, such as supervised neural networks, provide powerful techniques to predict reservoir properties from seismic and well data without the aid of a theoretical model. In these supervised learning approaches, the seismic-to-rock property relationship is learned from the data....

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Bibliographic Details
Main Authors: Downton, Jon, Collet, Olivia, Colwell, Tanya, Hampson, Dan
Format: Journal Article
Published: Society of Exploration Geophysicists 2020
Online Access:http://hdl.handle.net/20.500.11937/89983

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