A Physics-Constrained Deep Learning Model for Simulating Multiphase Flow in 3D Heterogeneous Porous Media.

作者: Dylan Robert Harp , Rajesh J. Pawar , Bicheng Yan , Bailian Chen

DOI:

关键词: Porous mediumFluid dynamicsMultiphase flowFlow (mathematics)Deep learningState variableSpeedupAlgorithmArtificial intelligenceSurrogate model

摘要: Physics-based simulators for multiphase flow in porous media emulate nonlinear processes with coupled physics, and usually require extensive computational resources for software …

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