Prediction of fluid flow in porous media by sparse observations and physics-informed PointNet

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Ali Kashefi, Tapan Mukerji

Published: 01 Jan 2023, Last Modified: 28 Sept 2024Neural Networks 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•PIPN is used for predicting fluid fields within porous media at pore scales.•The effects of spatial correlation lengths and sensor distances are investigated.•PIPN is investigated through error analysis of predicted fields and permeability.