Sampling in a union of frame generated subspaces
A new paradigm in sampling theory has been developed recently by Lu and Do. In this new approach the classical linear model is replaced by a non-linear, but structured, model consisting of a union of subspaces. This is the natural approach for the new theory of compressed sampling, representation of...
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paper:paper_15306429_v8_n3_p261_Anastasio2023-06-08T16:19:45Z Sampling in a union of frame generated subspaces Anastasio, Magalí Cabrelli, Carlos Alberto Angle between subspaces Compressed sampling Frames Gramian operator Riesz basis Sampling Shift-invariant spaces A new paradigm in sampling theory has been developed recently by Lu and Do. In this new approach the classical linear model is replaced by a non-linear, but structured, model consisting of a union of subspaces. This is the natural approach for the new theory of compressed sampling, representation of sparse signals, and signals with finite rate of innovation. In this article we extend the theory of Lu and Do, for the case that the subspaces in the union are shift-invariant spaces. We describe the subspaces by means of frame generators instead of orthonormal bases. We show that the one-to-one and stability conditions for the sampling operator are valid for this more general case. © 2009 SAMPLING PUBLISHING. Fil:Anastasio, M. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Cabrelli, C. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. 2009 https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_15306429_v8_n3_p261_Anastasio http://hdl.handle.net/20.500.12110/paper_15306429_v8_n3_p261_Anastasio |
institution |
Universidad de Buenos Aires |
institution_str |
I-28 |
repository_str |
R-134 |
collection |
Biblioteca Digital - Facultad de Ciencias Exactas y Naturales (UBA) |
topic |
Angle between subspaces Compressed sampling Frames Gramian operator Riesz basis Sampling Shift-invariant spaces |
spellingShingle |
Angle between subspaces Compressed sampling Frames Gramian operator Riesz basis Sampling Shift-invariant spaces Anastasio, Magalí Cabrelli, Carlos Alberto Sampling in a union of frame generated subspaces |
topic_facet |
Angle between subspaces Compressed sampling Frames Gramian operator Riesz basis Sampling Shift-invariant spaces |
description |
A new paradigm in sampling theory has been developed recently by Lu and Do. In this new approach the classical linear model is replaced by a non-linear, but structured, model consisting of a union of subspaces. This is the natural approach for the new theory of compressed sampling, representation of sparse signals, and signals with finite rate of innovation. In this article we extend the theory of Lu and Do, for the case that the subspaces in the union are shift-invariant spaces. We describe the subspaces by means of frame generators instead of orthonormal bases. We show that the one-to-one and stability conditions for the sampling operator are valid for this more general case. © 2009 SAMPLING PUBLISHING. |
author |
Anastasio, Magalí Cabrelli, Carlos Alberto |
author_facet |
Anastasio, Magalí Cabrelli, Carlos Alberto |
author_sort |
Anastasio, Magalí |
title |
Sampling in a union of frame generated subspaces |
title_short |
Sampling in a union of frame generated subspaces |
title_full |
Sampling in a union of frame generated subspaces |
title_fullStr |
Sampling in a union of frame generated subspaces |
title_full_unstemmed |
Sampling in a union of frame generated subspaces |
title_sort |
sampling in a union of frame generated subspaces |
publishDate |
2009 |
url |
https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_15306429_v8_n3_p261_Anastasio http://hdl.handle.net/20.500.12110/paper_15306429_v8_n3_p261_Anastasio |
work_keys_str_mv |
AT anastasiomagali samplinginaunionofframegeneratedsubspaces AT cabrellicarlosalberto samplinginaunionofframegeneratedsubspaces |
_version_ |
1768546460362604544 |