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Astronomical Data Analysis and Sparsity: From Wavelets to Compressed Sensing

Starck, Jean-Luc and Bobin, Jérôme (2010) Astronomical Data Analysis and Sparsity: From Wavelets to Compressed Sensing. Proceedings of the IEEE, 98 (6). pp. 1021-1030. ISSN 0018-9219. http://resolver.caltech.edu/CaltechAUTHORS:20100608-081918042

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Abstract

Wavelets have been used extensively for several years now in astronomy for many purposes, ranging from data filtering and deconvolution to star and galaxy detection or cosmic-ray removal. More recent sparse representations such as ridgelets or curvelets have also been proposed for the detection of anisotropic features such as cosmic strings in the cosmic microwave background. We review in this paper a range of methods based on sparsity that have been proposed for astronomical data analysis. We also discuss the impact of compressed sensing, the new sampling theory, in astronomy for collecting the data, transferring them to earth or reconstructing an image from incomplete measurements.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1109/JPROC.2009.2025663 DOIUNSPECIFIED
Additional Information:© 2009 IEEE. Manuscript received March 13, 2009; revised May 29, 2009; accepted June 1, 2009. Date of publication October 30, 2009; date of current version May 19, 2010. The authors wish to thank J. Fadili for useful comments. This work was partially supported by the French National Agency for Research (ANR -08-EMER-009-01).
Funders:
Funding AgencyGrant Number
French National Agency for Research ANR-08-EMER-009-01
Subject Keywords:astronomical data analysis , compressed sensing , curvelet , restoration , wavelet
Record Number:CaltechAUTHORS:20100608-081918042
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20100608-081918042
Official Citation:Starck, J.-L.; Bobin, J.; , "Astronomical Data Analysis and Sparsity: From Wavelets to Compressed Sensing," Proceedings of the IEEE , vol.98, no.6, pp.1021-1030, June 2010 doi: 10.1109/JPROC.2009.2025663
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:18598
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:09 Jun 2010 18:52
Last Modified:26 Dec 2012 12:07

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