117 citations · 193 across the 10 of their papers we have counts for
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physics.comp-ph2022★ 1 cited
Physics-informed machine learning with differentiable programming for heterogeneous underground reservoir pressure management
Aleksandra Pachalieva, Daniel O'Malley, Dylan Robert Harp +1
Avoiding over-pressurization in subsurface reservoirs is critical for applications like CO2 sequestration and wastewater injection. Managing the pressures by controlling injection/…
physics.comp-ph2021★ 117 cited
A Gradient-based Deep Neural Network Model for Simulating Multiphase Flow in Porous Media
Bicheng Yan, Dylan Robert Harp, Rajesh J. Pawar
Simulation of multiphase flow in porous media is crucial for the effective management of subsurface energy and environment related activities. The numerical simulators used for mod…