Physics-constrained deep learning for data assimilation of subsurface transport

Data assimilation of subsurface transport is important in many energy and environmental applications, but its solution is typically challenging. In this work, we build physics-constrained deep learning models to predict the full-scale hydraulic conductivity, hydraulic head, and concentration fields...

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Bibliographic Details
Main Authors: Haiyi Wu, Rui Qiao
Format: Article
Language:English
Published: Elsevier 2021-03-01
Series:Energy and AI
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666546820300446