Sampling linear inverse problems with noise

被引:1
|
作者
Stefanov, Plamen [1 ]
Tindel, Samy [1 ]
机构
[1] Purdue Univ, Dept Math, W Lafayette, IN 47907 USA
基金
美国国家科学基金会;
关键词
Noise; Fourier Integral Operator; microlocal; inverse problem;
D O I
10.3233/ASY-221795
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We study the effect of additive noise to the inversion of FIOs associated to a diffeomorphic canonical relation. We use the microlocal defect measures to measure the power spectrum of the noise in the phase space and analyze how that power spectrum is transformed under the inversion. In general, white noise, for example, is mapped to noise depending on the position and on the direction. In particular, we compute the standard deviation, locally, of the noise added to the inversion as a function of the standard deviation of the noise added to the data. As an example, we study the Radon transform in the plane in parallel and fan-beam coordinates, and present numerical examples.
引用
收藏
页码:331 / 382
页数:52
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