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Novel resolution analysis for the Radon transform in R2\mathbb R^2 for functions with rough edges

Published 9 Jun 2022 in math.NA and cs.NA | (2206.04545v1)

Abstract: Let ff be a function in R<sup>2\mathbb R<sup>2, which has a jump across a smooth curve S\mathcal S with nonzero curvature. We consider a family of functions fϵf_\epsilon with jumps across a family of curves Sϵ\mathcal S_\epsilon. Each Sϵ\mathcal S_\epsilon is an O(ϵ)O(\epsilon)-size perturbation of S\mathcal S, which scales like O(ϵ<sup>−1/2)O(\epsilon<sup>{-1/2}) along S\mathcal S. Let fϵ<sup>recf_\epsilon<sup>{\text{rec}} be the reconstruction of fϵf_\epsilon from its discrete Radon transform data, where ϵ\epsilon is the data sampling rate. A simple asymptotic (as ϵ→0\epsilon\to0) formula to approximate fϵ<sup>recf_\epsilon<sup>{\text{rec}} in any O(ϵ)O(\epsilon)-size neighborhood of S\mathcal S was derived heuristically in an earlier paper of the author. Numerical experiments revealed that the formula is highly accurate even for nonsmooth (i.e., only H{\"o}lder continuous) Sϵ\mathcal S_\epsilon. In this paper we provide a full proof of this result, which says that the magnitude of the error between fϵ<sup>recf_\epsilon<sup>{\text{rec}} and its approximation is O(ϵ<sup>1/2ln⁡(1/ϵ))O(\epsilon<sup>{1/2}\ln(1/\epsilon)). The main assumption is that the level sets of the function H0(⋅,ϵ)H_0(\cdot,\epsilon), which parametrizes the perturbation S→Sϵ\mathcal S\to\mathcal S_\epsilon, are not too dense.

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