Monte Carlo simulation of sensitivity functions for few-view computed tomography of strongly absorbing media

Author:

Konovalov Alexander1ORCID,Vlasov Vitaly1,Kolchugin Sergey1,Malyshkin Gennady2,Mukhamadiyev Rim2

Affiliation:

1. Computational Center , Federal State Unitary Enterprise “Russian Federal Nuclear Center – Zababakhin All–Russia Research Institute of Technical Physics” , Snezhinsk , Chelyabinsk Region, 456770 , Russia

2. Department of Mathematics , Federal State Unitary Enterprise “Russian Federal Nuclear Center – Zababakhin All–Russia Research Institute of Technical Physics” , Snezhinsk , Chelyabinsk Region, 456770 , Russia

Abstract

Abstract The paper describes a sensitivity function calculation method for few-view X-ray computed tomography of strongly absorbing objects. It is based on a probabilistic interpretation of energy transport through the object from a source to a detector. A PRIZMA code package is used to track photons. The code is developed at FSUE “RFNC–VNIITF named after Academ. E. I. Zababakhin” and implements a stochastic Monte Carlo method. The value of the sensitivity function in a discrete cell of the reconstruction region is assumed to be directly proportional to the fraction of photon trajectories which cross the cell from all those recorded by the detector. The method’s efficiency is validated through a numerical experiment on the reconstruction of a section of a spherical heavy-metal phantom with an air cavity and a density difference of 25 Ṫhe proposed method is shown to outperform the method based on projection approximation in case of reconstruction from 9 views.

Publisher

Walter de Gruyter GmbH

Subject

Applied Mathematics,Statistics and Probability

Reference30 articles.

1. M. A. Arnautova, Y. Z. Kandiev, B. E. Lukhminsky and G. N. Malishkin, Monte-Carlo simulation in nuclear geophysics. In comparison of the PRIZMA Monte-Carlo program and benchmark experiments, Nucl. Geophys. 7 (1993), 407–418.

2. E. J. Candès, J. Romberg and T. Tao, Stable signal recovery from incomplete and inaccurate measurements, Comm. Pure Appl. Math. 59 (2006), 1207–1223.

3. C. Ekdahl, Modem electron accelerators for radiography, IEEE Trans. Plasma Sci. 30 (2002), 254–261.

4. C. W. Gardiner, Handbook of Stochastic Methods, Springer, Berlin, 1985.

5. G. T. Herman, Fundamentals of Computerized Tomography: Image Reconstruction from Projections, 2nd ed., Springer, London, 2009.

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