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Coronal Temperature Maps from Solar EUV Images: A Blind Source Separation Approach

Authors :
T. Dudok de Wit
Gaël Cessateur
Saïd Moussaoui
Matthieu Kretzschmar
Chloé Guennou
Luis Eduardo Antunes Vieira
Frédéric Auchère
F. Goryaev
Laboratoire de Physique et Chimie de l'Environnement et de l'Espace (LPC2E)
Observatoire des Sciences de l'Univers en région Centre (OSUC)
Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)-Université d'Orléans (UO)-Observatoire de Paris
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)-Université d'Orléans (UO)-Observatoire de Paris
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Centre National d’Études Spatiales [Paris] (CNES)
Institut de Recherche en Communications et en Cybernétique de Nantes (IRCCyN)
Mines Nantes (Mines Nantes)-École Centrale de Nantes (ECN)-Ecole Polytechnique de l'Université de Nantes (EPUN)
Université de Nantes (UN)-Université de Nantes (UN)-PRES Université Nantes Angers Le Mans (UNAM)-Centre National de la Recherche Scientifique (CNRS)
Institut d'astrophysique spatiale (IAS)
Université Paris-Sud - Paris 11 (UP11)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)
Belgian Institute for Space Aeronomy / Institut d'Aéronomie Spatiale de Belgique (BIRA-IASB)
Laboratoire de physique et chimie de l'environnement (LPCE)
Université d'Orléans (UO)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)
P. N. Lebedev Physical Institute of the Russian Academy of Sciences [Moscow] (LPI RAS)
Russian Academy of Sciences [Moscow] (RAS)
European Project: 218816,EC:FP7:SPA,FP7-SPACE-2007-1,SOTERIA(2008)
Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Centre National d’Études Spatiales [Paris] (CNES)
Université Paris-Sud - Paris 11 (UP11)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)-Centre National d’Études Spatiales [Paris] (CNES)
Institut national des sciences de l'Univers (INSU - CNRS)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)
Source :
Solar Physics, Solar Physics, Springer Verlag, 2013, 283 (1), pp.31-47. ⟨10.1007/s11207-012-0142-2⟩, Solar Physics, 2013, 283 (1), pp.31-47. ⟨10.1007/s11207-012-0142-2⟩
Publication Year :
2013
Publisher :
HAL CCSD, 2013.

Abstract

Multi-wavelength solar images in the EUV are routinely used for analysing solar features such as coronal holes, filaments, and flares. However, images taken in different bands often look remarkably similar as each band receives contributions coming from regions with a range of different temperatures. This has motivated the search for empirical techniques that may unmix these contributions and concentrate salient morphological features of the corona in a smaller set of less redundant source images. Blind Source Separation (BSS) precisely does this. Here we show how this novel concept also provides new insight into the physics of the solar corona, using observations made by SDO/AIA. The source images are extracted using a Bayesian positive source separation technique. We show how observations made in six spectral bands, corresponding to optically thin emissions, can be reconstructed by linear combination of three sources. These sources have a narrower temperature response and allow for considerable data reduction since the pertinent information from all six bands can be condensed in only one single composite picture. In addition, they give access to empirical temperature maps of the corona. The limitations of the BSS technique and some applications are briefly discussed.<br />to appear in Solar Physics (2012)

Details

Language :
English
ISSN :
00380938 and 1573093X
Database :
OpenAIRE
Journal :
Solar Physics, Solar Physics, Springer Verlag, 2013, 283 (1), pp.31-47. ⟨10.1007/s11207-012-0142-2⟩, Solar Physics, 2013, 283 (1), pp.31-47. ⟨10.1007/s11207-012-0142-2⟩
Accession number :
edsair.doi.dedup.....bfe3d5cef61b7adf947e15c4f0d93ae6