Noise Folding based on General Complete Perturbation in Compressed Sensing

preprint2016arXivOpen access

Abstract

This paper first present a new general completely perturbed compressed sensing (CS) model y=(A+E)(x+u)+e,called \emph{noise folding based on general completely perturbed CS system},~where y∈Rm, u∈Rm, u≠0, e∈Rmy\in R^m,~u \in R^m,~u\neq 0,~e\in R^m, A∈Rm×n, m≪nA\in R^{m\times n},~m\ll n,~E∈Rm×nE\in R^{m\times n} with incorporating general nonzero perturbation E to sensing matrix A and noise u into signal x simultaneously based on the standard CS model y=Ax+e.~Our constructions mainly will whiten the new proposed CS model and explore into RIP,~coherence for A+E of the new CS model after being whitened.

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