Optimal D -RIP bounds in compressed sensing

Verfasser / Beitragende:
[Rui Zhang, Song Li]
Ort, Verlag, Jahr:
2015
Enthalten in:
Acta Mathematica Sinica, English Series, 31/5(2015-05-01), 755-766
Format:
Artikel (online)
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024 7 0 |a 10.1007/s10114-015-4234-4  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s10114-015-4234-4 
245 0 0 |a Optimal D -RIP bounds in compressed sensing  |h [Elektronische Daten]  |c [Rui Zhang, Song Li] 
520 3 |a This paper establishes new bounds on the restricted isometry constants with coherent tight frames in compressed sensing. It is shown that if the sensing matrix A satisfies the D-RIP condition δ k < 1/3 or $$\delta _{2k} < \sqrt 2 /2$$ , then all signals f with D*f are k-sparse can be recovered exactly via the constrained ℓ 1 minimization based on y = Af, where D* is the conjugate transpose of a tight frame D. These bounds are sharp when D is an identity matrix, see Cai and Zhang's work. These bounds are greatly improved comparing to the condition δ k < 0.307 or δ 2k < 0.4931. Besides, if δ k < 1/3 or $$\delta _{2k} < \sqrt 2 /2$$ , the signals can also be stably reconstructed in the noisy cases. 
540 |a Institute of Mathematics, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Chinese Mathematical Society and Springer-Verlag Berlin Heidelberg, 2015 
690 7 |a Compressed sensing  |2 nationallicence 
690 7 |a D -restricted isometry property  |2 nationallicence 
690 7 |a coherent  |2 nationallicence 
690 7 |a tight frames  |2 nationallicence 
700 1 |a Zhang  |D Rui  |u Department of Mathematics, Zhejiang University, 310027, Hangzhou, P. R. China  |4 aut 
700 1 |a Li  |D Song  |u Department of Mathematics, Zhejiang University, 310027, Hangzhou, P. R. China  |4 aut 
773 0 |t Acta Mathematica Sinica, English Series  |d Institute of Mathematics, Chinese Academy of Sciences and Chinese Mathematical Society  |g 31/5(2015-05-01), 755-766  |x 1439-8516  |q 31:5<755  |1 2015  |2 31  |o 10114 
856 4 0 |u https://doi.org/10.1007/s10114-015-4234-4  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s10114-015-4234-4  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Zhang  |D Rui  |u Department of Mathematics, Zhejiang University, 310027, Hangzhou, P. R. China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Li  |D Song  |u Department of Mathematics, Zhejiang University, 310027, Hangzhou, P. R. China  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Acta Mathematica Sinica, English Series  |d Institute of Mathematics, Chinese Academy of Sciences and Chinese Mathematical Society  |g 31/5(2015-05-01), 755-766  |x 1439-8516  |q 31:5<755  |1 2015  |2 31  |o 10114