Pydrr
Description
Pydrr is a python package for the damped rank reduction (DRR) method and its several variants. The DRR method has a variety of applications in both exploration and earthquake seismology, including but not limited to seismic denoising, seismic reconstruction, seismic diffraction separation, constrained LSRTM, constrained FWI, etc. The initial version of this package was held at https://github.com/chenyk1990/pydrr, which is no longer maintained.
Reference
Huang, W., Wang, R., Chen, Y., Li, H., & Gan, S. (2016). Damped multichannel singular spectrum analysis for 3D random noise attenuation. Geophysics, 81(4), V261-V270.
Chen, Y., Huang, W., Zhang, D., & Chen, W. (2016). An open-source Matlab code package for improved rank-reduction 3D seismic data denoising and reconstruction. Computers & Geosciences, 95, 59-66.
Chen, Y., Zhang, D., Jin, Z., Chen, X., Zu, S., Huang, W., & Gan, S. (2016). Simultaneous denoising and reconstruction of 5-D seismic data via damped rank-reduction method. Geophysical Journal International, 206(3), 1695-1717.
BibTeX:
@article{huang2016dmssa,
title={Damped Multichannel Singular Spectrum Analysis for 3{D} Random Noise Attenuation},
author={Weilin Huang and Runqiu Wang and Yangkang Chen and Huijian Li and Shuwei Gan},
journal={Geophysics},
volume={81},
number={4},
issue={4},
pages={V261-V270},
year={2016},
publisher={Society of Exploration Geophysicists}
}
@article{chen2016drr5d,
title={Simultaneous denoising and reconstruction of 5{D} seismic data via damped rank-reduction method},
author={Yangkang Chen and Dong Zhang and Zhaoyu Jin and Xiaohong Chen and Shaohuan Zu and Weilin Huang and Shuwei Gan},
journal={Geophysical Journal International},
volume={206},
number={3},
issue={3},
pages={1695-1717},
year={2016}
}
@article{chen2016drr3d,
title={An open-source Matlab code package for improved rank-reduction 3{D} seismic data denoising and reconstruction},
author={Yangkang Chen and Dong Zhang and Weilin Huang and Wei Chen},
journal={Computers \& Geosciences},
volume={95},
pages={59-66},
year={2016}
}
Copyright
pydrr developing team, 2021-present
License
GNU General Public License, Version 3
(http://www.gnu.org/copyleft/gpl.html)
Install
Using the latest version
git clone https://github.com/aaspip/pydrr
cd pydrr
pip install -v -e .
or using Pypi
pip install pydrr
Examples
The "demo" directory contains all runable scripts to demonstrate different applications of pydrr.
Gallery
The gallery figures of the pydrr package can be found at https://github.com/chenyk1990/gallery/tree/main/pydrr Each figure in the gallery directory corresponds to a DEMO script in the "demo" directory with the exactly the same file name.
Dependence Packages
- scipy
- numpy
- matplotlib
Development
The development team welcomes voluntary contributions from any open-source enthusiast.
If you want to make contribution to this project, feel free to contact the development team.
Contact
Regarding any questions, bugs, developments, collaborations, please contact
Yangkang Chen
chenyk2016@gmail.com
