Emission tomography with a multi-bang assumption on attenuation

التفاصيل البيبلوغرافية
العنوان: Emission tomography with a multi-bang assumption on attenuation
المؤلفون: Holman, Sean, Richardson, Philip
سنة النشر: 2020
المجموعة: Mathematics
مصطلحات موضوعية: Mathematics - Analysis of PDEs, 45Q05
الوصف: We consider the problem of joint reconstruction of both attenuation $a$ and source density $f$ in emission tomography in two dimensions. This is sometimes called the Single Photon Emission Computed Tomography (SPECT) identification problem, or referred to as attenuation correction in SPECT. Assuming that $a$ takes only finitely many values and $f \in C_c^1(\mathbb{R}^2)$ we are able to characterise singularities appearing in the Attenuated Radon Transform $R_a f$, which models emission tomography data. Using this characterisation we prove that both $a$ and $f$ can be determined in some circumstances. We also propose a numerical algorithm to jointly compute $a$ and $f$ from $R_af$ based on a weakly convex regularizer when $a$ only takes values from a known finite list, and show that this algorithm performs well on some synthetic examples.
Comment: 23 pages, 7 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2001.04190
رقم الأكسشن: edsarx.2001.04190
قاعدة البيانات: arXiv