ℓ1–2 minimisation for compressed sensing with partially known signal support

In this study, the authors mainly discuss the robust signal recovery by $\ell _{1-2}$ℓ1−2 minimisation with incorporating prior support information, which is not considered in previous works. A robust recovery condition is established and an recovery error estimation is obtained, in particular, the...

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Veröffentlicht in:Electronics letters 2020-04, Vol.56 (8), p.405-408
Hauptverfasser: Zhang, Jing, Zhang, Shuguang, Meng, Xuran
Format: Artikel
Sprache:eng
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Zusammenfassung:In this study, the authors mainly discuss the robust signal recovery by $\ell _{1-2}$ℓ1−2 minimisation with incorporating prior support information, which is not considered in previous works. A robust recovery condition is established and an recovery error estimation is obtained, in particular, the obtained results generalise the state-of-the-art ones. In addition, by proposing a modified algorithm, the numerical experiments show that incorporating prior support information for $\ell _{1-2}$ℓ1−2 minimisation exhibits better recovery performance than standard $\ell _{1-2}$ℓ1−2 minimisation.
ISSN:0013-5194
1350-911X
1350-911X
DOI:10.1049/el.2019.3859