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Implementation of the Comparison Model Method

Project description

README

This is the README file for a collection of Python scripts that implement the Comparison Model Method (CMM, [1], [2], [3] and [4]).

For more details about the tests and the methodology, please see the manuscript “Improving the robustness of the Comparison Model Method for the identification of hydraulic transmissivities” by A.Comunian and M.Giudici (submitted to Computers & Geosciences).


Purpose

This is a python implementation of the Comparison Model Method (CMM), a direct method to solve inverse problems in hydrogeology, and in particular to compute the hydraulic conductivity T of a confined aquifer given an initial tentative value of T and one or more interpolated hydraulic head fields h. This implementation of the CMM heavily relies on the USGS engines of the Modflow family (and Modflow6 in particular) to solve the forward problem, facilitated by the use of the Python module flopy. Nevertheless, it can be adapted to make use of other engines for the solution of the forward problem.


Installation


Requirements

In addition to the common Python modules numpy, scipy and matplotlib, this codes requires a recent version of flopy.

Note

You should adapt the name of the Modflow6 executable name defined in the JSON configuration file (variable exe_name) provided for the corresponding test case. For a general example, have a look at the file cmmpy/test/template/test.json.


Download and install

The suggested way is to use pip (which should be also already available with Anaconda).

cmmpy is available at the Python Package Index repository. Therefore, in can be easily installed (together with its dependencies) with the command:

pip install cmmpy

Alternatively, if you prefer to download the sources from https://bitbucket.org/alecomunian/cmmpy, you can:

  1. Clone or download this repository on your hard drive.

  2. If required, unpack it and cd cmmpy.

  3. Inside the project directory, from the command line:

    pip install -e .
    
  4. To check if it worked, open a Python terminal and try:

    import cmmpy
    

Run the tests

  1. Move into the folder ŧest.

  2. Then, from the shell, use the script run_cmm.py to run the corresponding test by providing the name of the JSON parameter file as unique input argument, like for example:

    ./run_cmm.py template/test.json
    
  3. This should create (in the folder defined by the wdir variable in the JSON parameter file) all the output of the selected test.

If you want to run multiple test, have a look at the script run_all.py.


Contacts

This code was developed by the HydroGeophysics Lab. of the University of Milan. Please do not hesitate to contact us should you require more information or interested in contributing.


References

[1]Scarascia, S. and Ponzini, G., “An approximate solution of the inverse problem in hydraulics” in L’Energia Elettrica (1972), pp 518–531, Volume 49
[2]Ponzini, G. and Crosta, G., “The comparison model method: A new arithmetic approach to the discrete inverse problem of groundwater hydrology”, Transport in Porous Media, DOI: 10.1007/BF00233178
[3]Ponzini, G. and Crosta, G. and Giudici, M. “Identification of thermal conductivities by temperature gradient profiles; one-dimensional steady flow”, Geophysics, DOI: 10.1190/1.1442691
[4]Ponzini, G. and Lozej, A., “Identification of aquifer transmissivities: The comparison model method”, Water Resources Research, DOI: 10.1029/WR018i003p00597

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