111 citations · 165 across the 8 of their papers we have counts for
3 papers · 1 filter
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…
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…
Projection-based embedded discrete fracture model (pEDFM) for flow and heat transfer in real-field geological formations with corner-point grid geometries
Mousa HosseiniMehr, Janio Piguave Tomala, Cornelis Vuik +2
In this work, the projection-based embedded discrete fracture model (pEDFM) for corner-point grid (CPG) geometry is developed for simulation of flow and heat transfer in fractured…