Julia software for computing:
- projections onto intersections of convex and non-convex constraint sets Documentation
- projections onto a generalization of the Minkowski set. Documentation
This software is based on the papers:
@article{peters2019algorithms,
title={Algorithms and software for projections onto intersections of convex and non-convex sets with applications to inverse problems},
author={Peters, Bas and Herrmann, Felix J},
journal={arXiv preprint arXiv:1902.09699},
year={2019}
}
and
@article{peters2019generalized,
title={Generalized Minkowski sets for the regularization of inverse problems},
author={Peters, Bas and Herrmann, Felix J},
journal={arXiv preprint arXiv:1903.03942},
year={2019}
}
- install Julia Operators LIbrary (JOLI)
- then add SetIntersectionProjection:
add https://github.com/slimgroup/SetIntersectionProjection.jl.git
-
SetIntersectionProjection also depends on the packages:
- Parameters
- Interpolations
- DistributedArrays
- SortingAlgorithms
- FFTW
- Wavelets
-
The examples also use the packages:
- master branch works with Julia 1.5
- see https://github.com/slimgroup/ConstrainedFWIExamples for some more examples of how to use this package as the projector in combination with other software packages that compute function values and gradients for PDE-constrained optimization.
- The waveform inversion example illustrates how SetIntersectionProjection can work together with other packages in other Julia versions (requires some package installations in Julia 0.6)
- the V06 branch works with Julia 0.6 and is intended only for the waveform inversion example that uses WAVEFORM.jl