Physics

Geology

Meteorology

Algorithm

Machine learning

Residual

Surrogate model

Artificial intelligence

Kalman filter

Extended Kalman filter

Data assimilation

Reservoir simulation

Computer science

Petroleum engineering

Ensemble Kalman filter

Channelized

Telecommunications

Convolutional neural network

Journal of Computational Physics

A deep-learning-based surrogate model is developed and applied for predicting dynamic subsurface flow in channelized geological models. The surrogate …

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