Compressed sensing for wide-field radio interferometric imaging

被引:47
|
作者
McEwen, J. D. [1 ]
Wiaux, Y. [1 ,2 ,3 ]
机构
[1] Ecole Polytech Fed Lausanne, Inst Elect Engn, CH-1015 Lausanne, Switzerland
[2] Ecole Polytech Fed Lausanne, Inst Bioengn, CH-1015 Lausanne, Switzerland
[3] Univ Geneva UniGE, Dept Radiol & Med Informat, CH-1211 Geneva, Switzerland
基金
瑞士国家科学基金会;
关键词
methods: numerical; techniques: interferometric; cosmology: observations; SIGNAL; RECONSTRUCTION; EMISSION;
D O I
10.1111/j.1365-2966.2011.18217.x
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
For the next generation of radio interferometric telescopes it is of paramount importance to incorporate wide field-of-view (WFOV) considerations in interferometric imaging, otherwise the fidelity of reconstructed images will suffer greatly. We extend compressed sensing techniques for interferometric imaging to a WFOV and recover images in the spherical coordinate space in which they naturally live, eliminating any distorting projection. The effectiveness of the spread spectrum phenomenon, highlighted recently by one of the authors, is enhanced when going to a WFOV, while sparsity is promoted by recovering images directly on the sphere. Both of these properties act to improve the quality of reconstructed interferometric images. We quantify the performance of compressed sensing reconstruction techniques through simulations, highlighting the superior reconstruction quality achieved by recovering interferometric images directly on the sphere rather than the plane.
引用
收藏
页码:1318 / 1332
页数:15
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