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The Python package of the local orthogonalization algorithm (Chen and Fomel, 2015, Random noise attenuation using local signal-and-noise orthogonalization, Geophysics, WD1-WD9).

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Pyortho

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Description

Pyortho is a python package for local signal-and-noise orthogonalization and local similarity calculation. The local orthogonalization method is a fundamental seismic data analysis algorithm and has a wide range of applications. More examples will be continuously updated.

NOTE: If you use this package to calculate local orthogonalization weight and local similarity, please show courtesy to cite the reference below. Using local similarity to calculate the signal leakage was first ever used in the work by Chen and Fomel (2015), please show courtesy if you use it for the same purpose.

Since March, 19, 2023, this official site of Python-version local orthogonalization package has been moved to https://github.com/aaspip/pyortho. The current site of the package is no longer maintained.

  1. Install
  2. Examples
  3. Dependence Packages
  4. Development
  5. Contact

Reference

Chen, Y. and S. Fomel. "Random noise attenuation using local signal-and-noise orthogonalization." Geophysics 80, no. 6 (2015): WD1-WD9.

BibTeX:

@article{chen2015random,
  title={Random noise attenuation using local signal-and-noise orthogonalization},
  author={Chen, Yangkang and Fomel, Sergey},
  journal={Geophysics},
  volume={80},
  number={6},
  pages={WD1--WD9},
  year={2015},
  publisher={Society of Exploration Geophysicists}
}

Copyright

pyortho developing team, 2022-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/chenyk1990/pyortho
cd pyortho
pip install -v -e .

or using Pypi

pip install pyortho

Examples

The "demo" directory contains all runable scripts to demonstrate different applications of pyortho. 

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
[email protected]

Gallery

The gallery figures of the MATortho package can be found at https://github.com/chenyk1990/gallery/tree/main/matortho Each figure in the gallery directory corresponds to a DEMO script in the "demo" directory with the exactly the same file name.

The following figure shows a 2D denoising example using the pyortho package. Generated by demos/test_pyortho_localortho2d.py comp

The following figure shows a 3D denoising example using the pyortho package. Generated by demos/test_pyortho_localortho3d.py comp

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The Python package of the local orthogonalization algorithm (Chen and Fomel, 2015, Random noise attenuation using local signal-and-noise orthogonalization, Geophysics, WD1-WD9).

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