... fracturing process by leveraging a large amount of finished simulation results from full-physics simulations as training dataset. It utilizes a physics-guided U-net model plus inception with inputs being 2D images (slices) averaging 3D key reservoir and geomechanical parameters. The model is trained...

... Upstream Oil & Gas machine learning Proc training dataset classification traditional feature regression prediction Artificial Intelligence spe annual technical conference algorithm node pore circularity Exhibition mechanical property artificial neural network microstructure...