Statistical reconstruction for cosmic ray muon tomography

被引:143
作者
Schultz, Larry J. [1 ]
Blanpied, Gary S.
Borozdin, Konstantin N.
Fraser, Andrew M.
Hengartner, Nicolas W.
Klimenko, Alexei V.
Morris, Christopher L.
Orum, Chris
Sossong, Michael J.
机构
[1] Los Alamos Natl Lab, Los Alamos, NM 87545 USA
[2] Univ S Carolina, Columbia, SC 29208 USA
[3] Passport Syst Inc, Acton, MA 01720 USA
关键词
expectation maximization (EM); homeland security; iterative methods; tomography;
D O I
10.1109/TIP.2007.901239
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Highly penetrating cosmic ray unions constantly shower the earth at a rate of about 1 muon per cm(2) per minute. We have developed a technique which exploits the multiple Coulomb scattering of these particles to perform nondestructive inspection without the use of artificial radiation. In prior work [1]-[3], we have described heuristic methods for processing union data to create reconstructed images. In this paper, we present a maximum likelihood/expectation maximization tomographic reconstruction algorithm designed for the technique. This algorithm borrows much from techniques used in medical imaging, particularly emission tomography, but the statistics of muon scattering dictates differences. We describe the statistical model for multiple scattering, derive the reconstruction algorithm, and present simulated examples. We also propose methods to improve the robustness of the algorithm to experimental errors and events departing from the statistical model.
引用
收藏
页码:1985 / 1993
页数:9
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