Y. Liu

A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems

Meng Tang, Y. Liu, Louis J. Durlofsky · Journal of Computational Physics · 2020 · 358 citations · Full text

Engineering, Machine Learning, Data Science +7

Deep-learning-based surrogate flow modeling and geological parameterization for data assimilation in 3D subsurface flow

Meng Tang, Y. Liu, Louis J. Durlofsky · Computer Methods in Applied Mechanics and Engineering · 2021 · 156 citations · Full text

Geological Parameterization, Data Assimilation, Reservoir Characterization +11

Deep-learning-based surrogate model for reservoir simulation with time-varying well controls

Zhaoyang Jin, Y. Liu, Louis J. Durlofsky · Journal of Petroleum Science and Engineering · 2020 · 130 citations

Engineering, Deep Learning, Deep-learning-based Surrogate Model +7

A Deep-Learning-Based Geological Parameterization for History Matching Complex Models

Y. Liu, Wenyue Sun, Louis J. Durlofsky · Mathematical Geosciences · 2019 · 119 citations

Engineering, Geology, Geological Data +3

3D CNN-PCA: A deep-learning-based parameterization for complex geomodels

Y. Liu, Louis J. Durlofsky · Computers & Geosciences · 2020 · 78 citations · Full text

Geometric Learning, Engineering, Machine Learning +5