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physics.comp-ph2023★ 2 cited
U-DeepONet: U-Net Enhanced Deep Operator Network for Geologic Carbon Sequestration
Waleed Diab, Mohammed Al-Kobaisi
FNO and DeepONet are by far the most popular neural operator learning algorithms. FNO seems to enjoy an edge in popularity due to its ease of use, especially with high dimensional…
physics.comp-ph2023
Learning Generic Solutions for Multiphase Transport in Porous Media via the Flux Functions Operator
Waleed Diab, Omar Chaabi, Shayma Alkobaisi +2
Traditional numerical schemes for simulating fluid flow and transport in porous media can be computationally expensive. Advances in machine learning for scientific computing have t…