ERT Background

1994 : EnKF introduced for state  estimation in oceanography (Geir Evensen)

2003 : EnKF used for combined state and parameter estimation in oil reservoirs (Geir Nævdal)

2005 : EnKF implementation internally at Hydro Research (Geir Evensen)

2007 - 2018 : ERT implementation in Hydro/Statoil/Equinor (Joakim Hove +++)

Trivial example:

Running simulations

NUM_REALIZATIONS 20
QUEUE_SYSTEM LOCAL
QUEUE_OPTION LOCAL MAX_RUNNING 4

RUNPATH      output/simulations/runpath/realisation-%d/iter-%d
ENSPATH      output/storage

ECLBASE   EXAMPLE%d
DATA_FILE eclipse/model/SPE1.DATA
REFCASE   eclipse/refcase/REFCASE

GEN_KW MULT_PORO templates/poro.tmpl   poro.grdecl  parameters/poro.txt
-- This job will copy the file eclipse/input/schedule to the runpath folder.

SIMULATION_JOB COPY_FILE eclipse/input/schedule  
SIMULATION_JOB ECLIPSE100 2016.2 <ECLBASE>

OBS_CONFIG observations/observations.txt

The forward model

Python API - extend and reuse I

Workflows: You can configure ERT to run arbitrary  code at specific points in the workflow:

-- Load the worklow job:
LOAD_WORKFLOW_JOB  job_file.txt  VOLUME_JOB

-- Load the actual workflow:
LOAD_WORKFLOW  workflow.txt  VOLUME_WF

-- Register the workflow to run after simulations
HOOK_WORKFLOW  VOLUME_WF  POST_SIMULATION

More details at:

https://github.com/datagr/examples/blob/master/ert/workflow/volume/README.md

Python API - extend and reuse II

Eclipse binary files: There is an extensive functionality for working with eclipse binary files.

#!/usr/bin/env python
from ecl.summary import EclSum
import sys

case = EclSum(sys.argv[1])

for key in sys.argv[1:]:

        vector = case.numpy_vector(key)

More extensive example at:

https://github.com/datagr/examples/blob/master/libecl/summary/ens_stat

Analysis module

The low level analysis code is implemented in a separate module - essential e.g. for this project.

Analysis module

Eclipse IO 

Queue system

Uncertain parameters

Observations

OPM/flow

An open source alternative to Eclipse which works as drop-in replacement for Eclipse.

http://opm-project.org

http://datagr.no

Help with:

1. Installing ert and opm/flow
2. Setting up a ert setup - internally; possibly based on the DIGIRES results.
3. Small programming tasks / improvements / customizations