DeepField framework for reservoir simulation and machine learning

Machine learning framework for reservoir simulation.

Features

• reservoir representation with Grid, Rock, States, Wells, Aquifer and PVT-tables components
• interactive 3D visualization with some advanced options
• common reservoir preprocessing tools
• working with arbitrary large datasets of field simulations
• constructor of neural network models
• generative models for field augmentation
• various model training scenarios for arbitrary long simulation periods
• detailed documentation and step-by-step tutorials
• complete pipelines of the reservoir simulation steps