Sampling in a Union of Frame Generated Subspaces

Details Sampling in a Union of Frame Generated Subspaces Sampling in a Union of Frame Generated Subspaces

2009-04-01

arxiv.org/abs/0904.0270v2

Mathematics

Classical Analysis and ODEs

20 pages. A few corrections were added. To appear in "Sampling Theory in Signal and Image Processing"

Scientific paper

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.

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