Published August 14, 2021
| Version 0.1.0
Software
Open
DeepField framework for reservoir simulation and machine learning
Description
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
Notes
Files
DeepField-0.1.0.zip
Files
(11.0 MB)
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Additional details
Related works
- Is supplemented by
- Journal article: 10.1016/j.petrol.2021.109332 (DOI)