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conference paper

The application of Compressed Sensing Techniques in Radio Astronomy

Scaife, A.
•
Wiaux, Y.  
2011
General Assembly and Scientific Symposium, 2011 XXXth URSI
XXX General Assembly and Scientific Symposium of the International Union of Radio Science

Radio interferometry probes astrophysical signals through incomplete and noisy Fourier measurements. The optimal reconstruction of these signals is an important topic not only for current astronomical imaging but also that of the next generation of radio telescopes, for many of which image dynamic range is a key driver. The theory of compressed sensing demonstrates that incompletely sampled signals, such as those from an interferometer, may be accurately reconstructed when they are sparse or compressible in some basis. The introduction of an explicit sparsity constraint makes the method extremely versatile as it allows prior information on the signal to be introduced. Compressed sensing has been demonstrated to offer significant improvement over standard algorithms, and the flexibility of the framework and its implications for wide-field imaging are compelling, as is its potential for influencing data acquisition methods and improving data storage and transport.

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Type
conference paper
DOI
10.1109/URSIGASS.2011.6051225
Author(s)
Scaife, A.
Wiaux, Y.  
Date Issued

2011

Publisher

IEEE

Published in
General Assembly and Scientific Symposium, 2011 XXXth URSI
Start page

1

End page

4

Subjects

radio interferometry

•

imaging

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LTS5  
Event nameEvent placeEvent date
XXX General Assembly and Scientific Symposium of the International Union of Radio Science

Istanbul, Turkey

13-20 August 2011

Available on Infoscience
April 19, 2011
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/66600
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