Deep Learning of Subsurface Flow via Theory-guided Neural Network

24 October 2019

Papers citing "Deep Learning of Subsurface Flow via Theory-guided Neural Network"

4 / 4 papers shown

Title
Uncertainty quantification of two-phase flow in porous media via coupled-TgNN surrogate model Jun Yu Li Dongxiao Zhang Tianhao He Q. Zheng AI4CE 17 6 0 28 May 2022
Use of Multifidelity Training Data and Transfer Learning for Efficient Construction of Subsurface Flow Surrogate Models Su Jiang L. Durlofsky AI4CE 11 29 0 23 Apr 2022
A Gradient-based Deep Neural Network Model for Simulating Multiphase Flow in Porous Media B. Yan D. Harp R. Pawar AI4CE 12 62 0 30 Apr 2021
Theory-guided Auto-Encoder for Surrogate Construction and Inverse Modeling Nanzhe Wang Haibin Chang Dongxiao Zhang AI4CE 15 48 0 17 Nov 2020