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ComponentSeparation

This repository was created with the aim of maintaining all the wavelet transformation codes and component separation methods created or adapted by group and that we are using.

It's a public code, but if you will use it I would like you to quote us:

  • Generalised Morphological Component Analysis applied to HI signals from Intensity Mapping - A. Marins et al (in preparation)
  • Different Component Separation Methods for BINGO Telescope - A. Marins et al (in preparation)

It was created by

  • Alessandro Marins (USP)
  • Julia Leite (USP)
  • Luiz Henrique de Freitas Assis (USP)
  • Karin Fornazier (USP and INPE)
  • Filipe Abdalla (UCL, USP, INPE and RU)

USP = Universidade de Sao Paulo (Brazil) INPE = Instituto Nacional de Pesquisas Espaciais (Brazil) UCL = University College London (UK) RU = Rhodes University (South Africa)

Methods and wavelets:

  1. Component Separation Methods
    1.1. Generalized Morphological Component Analysis (GMCA) by Jerome Bobin and Isabella Carucci
    1.2. Fast Independent Component Analysis (FastICA) by scikit-learn python package
  2. Wavelet Transforms
    2.1 Starlet (Isotropic Undecimated Wavelet Transform) by Starck
    2.2 Pywavelets by pywavelets python package
    2.3 Axisymmetric Wavelet Transform by McEwen
    2.4 Directional Wavelet Transform by McEwen

Requirements and Libraries

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