Abstract
We study an inverse problem arising in Single Photon Emission Computerized Tomography (SPECT): recover an unknown source distribution with a unknown attenuation.
Access provided by Autonomous University of Puebla. Download conference paper PDF
Similar content being viewed by others
Keywords
- Single Photon Emission Computerize Tomography
- Inverse Problem
- Identification Problem
- Unit Disk
- Concentric Circle
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
We study an inverse problem arising in Single Photon Emission Computerized Tomography (SPECT): recover an unknown source distribution with a unknown attenuation. The mathematical model is the attenuated X-ray transform
in the plane with a source f and an attenuation a that we want to recover. We denote by
the “beam transform” of a, usually denoted by Da. The functions a and f are assumed to be compactly supported. We analyze whether one can recover both a and f, and if so; whether this can be done in a stable way.
The linearization δX a, f of X a f with respect to (a, f) turns out to be a sum of two weighted X-ray transforms:
where
and
with
This motivates the study of the inversion of the more general transform \({I}_{{w}_{1}}{g}_{1} + {I}_{{w}_{2}}{g}_{2}\).
The data δX a, f (δa, δf) contains an integral over each line twice—once in each direction. On the other hand, the integral over each such line (and some neighborhood of it) contains information about singularities conormal to it. So microlocally, we have a 2 ×2 system. To get a pseudo-differential system, instead of an FIO one, we take the Fourier transform with respect to the initial point \(z \in {\theta }^{\perp }\) of each line, for each direction θ. The determinant of the so transformed δX a, f , up to elliptic factors, is
Since p 0 is an odd function of θ, it has zeros over any point x. Therefore, elliptic methods would not work. The Hamiltonian flow of p 0 then plays an important role. We call the projections of the zero bicharacteristics of p 0 to the x-space rays. By the Duistermaat-Hörmaner propagation of singularities theorem, on any bicharacteristics, either each point is a singularity, or none is. If we a priori know that δa, δf are supported in a non-trapping set K (no ray lies entirely in K), then recovery of the singularities of δa, δf is possible with a loss of one derivative. Then we also have an a priori regularity estimate. A more careful analysis actually reveals that we need to assume the non-trapping condition for δa only.
Using this, we prove that under the non-trapping assumption the linearization δX a, f is invertible in a stable way, if we know that it is injective. We provide conditions for injectivity: either (δa, δf) are supported in a small enough set, or (a, f) satisfy the following analyticity conditions: Ba and u are analytic in K ×S 1. For the non-linear identification problem we prove local uniqueness near such a, f, in particular assuming the non-trapping condition for δa, and a conditional Hölder stability estimate.
As an example, we consider radial a and f. First, we consider a = 0 and f being equal to the characteristic function of the unit disk. The rays then are the concentric circles | x | = R, 0 ≤ R < 1. K is non-trapping, if and only if no entire circle of that family lies in K. We also study the case of general radial a and f. There is no uniqueness in that case, and in fact, given any C 0 ∞ radial a, f, one can find a radial f 0, so that \({X}_{a}f = {X}_{0}{f}_{0}\). This is a trapping case (without non-trapping support restrictions, except that all functions are supported in the unit disk) and demonstrates that in the trapping case we may lose the well-posedness of the problem.
Acknowledgements
Partly supported by NSF.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer Basel
About this paper
Cite this paper
Stefanov, P. (2013). The Identification Problems in SPECT: Uniqueness, Non-uniqueness and Stability. In: Grieser, D., Teufel, S., Vasy, A. (eds) Microlocal Methods in Mathematical Physics and Global Analysis. Trends in Mathematics(). Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-0466-0_23
Download citation
DOI: https://doi.org/10.1007/978-3-0348-0466-0_23
Published:
Publisher Name: Birkhäuser, Basel
Print ISBN: 978-3-0348-0465-3
Online ISBN: 978-3-0348-0466-0
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)