Dynamical sampling: Time-space trade-off

被引:59
作者
Aldroubi, Akram [1 ]
Davis, Jacqueline [1 ]
Krishtal, Ilya [2 ]
机构
[1] Vanderbilt Univ, Dept Math, Nashville, TN 37240 USA
[2] No Illinois Univ, Dept Math Sci, De Kalb, IL 60115 USA
基金
美国国家科学基金会;
关键词
Distributed sampling; Reconstruction; Wiener denoising; Frames; FIELDS; FRAMES;
D O I
10.1016/j.acha.2012.09.002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We consider the problem of spatiotemporal sampling in which an initial state of an evolution process is to be recovered from a set of samples at different time levels. We are particularly interested in lossless trade-off between spatial and temporal samples. We show. that for a special class of signals it is possible to recover the initial state using a reduced number of measuring devices activated more frequently. We present several algorithms for this kind of recovery and describe their robustness to noise. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:495 / 503
页数:9
相关论文
共 22 条
[1]  
[Anonymous], 1996, STUD ADV MATH
[2]   SCALING SETS AND ORTHONORMAL WAVELETS WITH DILATIONS INDUCED BY EXPANDING MATRICES [J].
Bakic, Damir ;
Wilson, Edward N. .
GLASNIK MATEMATICKI, 2011, 46 (01) :189-213
[3]   Sparse sampling of signal innovations [J].
Blu, Thierry ;
Dragotti, Pier-Luigi ;
Vetterli, Martin ;
Marziliano, Pina ;
Coulot, Lionel .
IEEE SIGNAL PROCESSING MAGAZINE, 2008, 25 (02) :31-40
[4]  
Bratteli Ola, 2002, APPL NUMER HARMON AN
[5]   Robust uncertainty principles:: Exact signal reconstruction from highly incomplete frequency information [J].
Candès, EJ ;
Romberg, J ;
Tao, T .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (02) :489-509
[6]   Fusion frames and distributed processing [J].
Casazza, Peter G. ;
Kutyniok, Gitta ;
Li, Shidong .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2008, 25 (01) :114-132
[7]  
Christensen O, 2008, APPL NUMER HARMON AN, P1, DOI 10.1007/978-0-8176-4678-3_1
[8]  
Daubechies I., 1992, SOC IND APPL MATH, V61, P53, DOI [DOI 10.1137/1.9781611970104, 10.1137/1.9781611970104]
[9]  
El Badia A., 2002, Journal of Inverse and ILL-Posed Problems, V10, P585
[10]  
Fan K., 1957, Canadian J Math, V9, P298, DOI DOI 10.4153/CJM-1957-036-1