Welcome to DeepField’s documentation!

DeepField is a machine learning framework for reservoir simulation.

Contents

• API
  • Field components
    • Base classes
    • Aquifer
    • Field
    • Grids
    • Rock
    • States
    • Tables
    • Wells
  • Dataset tools
    • Loaders and samplers
    • Randomizers
    • Transforms
  • Metamodelling
    • Custom blocks
    • Autoencoding
    • Dynamics
    • Training
  • Preprocessing utils
    • PropertiesTransfer

Supported keywords

Note

Besides of standard keywords, any component supports custom keywords with array-like data.

General

• ARRA

• ARRAY

• DISGAS

• EFIL

• EFILE

• EFOR

• EFORM

• ETAB

• FIELD

• GAS

• HFIL

• HFILE

• HUNI

• HUNIS

• INCLUDE

• METRIC

• OIL

• START

• TITLE

• TFIL

• TTAB

• USERFILE

• VAPOIL

• WATER

Grid

• ACTNUM

• DIMENS

• DX

• DY

• DZ

• MAPAXES

• TOPS

• COORD

• DIMENS

• ZCORN

Rock

• PERMX

• PERMY

• PERMZ

• PORO

States

• PRESSURE

• SGAS

• SOIL

• SWAT

• RS

Tables

• PVTO

• PVDG

• PVTW

• SWOF

• SGOF

• RSVD

• ROCK

• DENSITY

Wells

• wells and groups related keywords from .RSM file

• control keywords from ETAB section

• COMPDAT

• GROU

• GROUP

• GRUPTREE

• PERF

• WCONPROD

• WCONINJE

• WELLTRACK

• WELSPECS