Reconstruction algorithms for a class of restricted ray transforms without added singularities
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Publication:6271835
DOI10.1007/S00041-016-9473-YarXiv1603.07617MaRDI QIDQ6271835
Publication date: 16 March 2016
Abstract: Let and denote a restricted ray transform along curves and a corresponding backprojection operator, respectively. Theoretical analysis of reconstruction from the data is usually based on a study of the composition , where is some local operator (usually a derivative). If is chosen appropriately, then is a Fourier Integral Operator (FIO) with singular symbol. The singularity of the symbol leads to the appearance of artifacts (added singularities) that can be as strong as the original (or, useful) singularities. By choosing in a special way one can reduce the strength of added singularities, but it is impossible to get rid of them completely. In the paper we follow a similar approach, but make two changes. First, we replace with a nonlocal operator that integrates along a curve in the data space. The result resembles the generalized Radon transform of . The function is defined on pairs , where is an open set containing the support of , and is the unit sphere in . Second, we replace with a backprojection operator that integrates with respect to over . It turns out that if and are appropriately selected, then the composition is an elliptic pseudodifferential operator of order zero with principal symbol 1. Thus, we obtain an approximate reconstruction formula that recovers all the singularities correctly and does not produce artifacts. The advantage of our approach is that by inserting we get access to the frequency variable . In particular, we can incorporate suitable cut-offs in to eliminate bad directions , which lead to added singularities.
Pseudodifferential operators as generalizations of partial differential operators (35S05) Biomedical imaging and signal processing (92C55) Radon transform (44A12) Numerical methods for integral transforms (65R10)
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