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Supporting code for paper Efficient solution of parameter identification problems with H1 regularization

MATLAB 93.17% Python 5.94% C 0.20% Dockerfile 0.30% Shell 0.39%

paper-woodbury-code's Introduction

Supporting code for paper Efficient solution of parameter identification problems with $H^1$ regularization

DOI DOI

Requirements

Steps to reproduce the paper results

  1. Start Matlab and cd to the repository root (where this README resides).

  2. Run

    app_dc.checkerboard_example.short_benchmark;
    

    This step produces some checkerboard-*.{fig,xdmf,bin,mat} files in the current directory. This step can take around 900 minutes and needs 15 GB of RAM.

    To get the full results of the paper, use

    app_dc.checkerboard_example.full_benchmark;
    

    instead. This can take around 75 hours (depending on machine) and needs around 250 GB of RAM.

  3. Run

    app_dc.checkerboard_example.postprocess;
    app_dc.checkerboard_example.postprocess2;
    app_dc.checkerboard_example.postprocess3;
    app_dc.checkerboard_example.postprocess4;
    app_dc.checkerboard_example.plot_configs;
    

    to produce additional checkerboard-*.{pdf,tex} files in the current directory.

Steps to produce 3d plots

The 3d plots are produced by the Python script plot-3d.py from .xdmf and .bin files produced by the aforementioned steps. The script uses pyvista and a VTK build with XDMF3 support, which is not featured on PyPI. One can circumvent this by using Docker.

docker build -t pyvista dockerfiles/
docker run --rm -v "$PWD":/tmp pyvista python3 -u plot-3d.py

This produces checkerboard-3dfw.svg and checkerboard-3dfw-beta.svg.

Authors

License

MIT License

Copyright (C) 2018-2022 Jan Blechta and Mathias Scheunert

Permission is hereby granted, free of charge, to any person obtaining a copy of
this software and associated documentation files (the "Software"), to deal in
the Software without restriction, including without limitation the rights to
use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
of the Software, and to permit persons to whom the Software is furnished to do
so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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