Improving the efficiency of small-angle x-ray scattering computed tomography using the OSEM algorithm

被引:13
作者
Hu, Tao [1 ]
Wang, Yudan [1 ]
Du, Guohao [1 ]
Wang, Yuzhu [1 ]
Hua, Wenqiang [1 ]
Deng, Biao [1 ]
Xie, Honglan [1 ]
Bian, Fenggang [1 ,2 ]
Xiao, Tiqiao [1 ,2 ]
机构
[1] Chinese Acad Sci, Shanghai Inst Appl Phys, Shanghai 201204, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 10084, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
ORDERED-SUBSETS; IMAGE-RECONSTRUCTION; BONE; NANOSTRUCTURE; BRAIN; CT;
D O I
10.1364/AO.56.008326
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Small-angle x-ray scattering computed tomography (SAXS-CT) is a nondestructive method for the nanostructure analysis of heterogeneous materials. However, the limits of a long data acquisition time and vast amounts of data prevent SAXS-CT from becoming a routine experimental method in the applications of synchrotron radiation. In this study, the ordered subsets expectation maximization (OSEM) algorithm is introduced to improve the efficiency of SAXS-CT. To demonstrate the practicability of this method, a systematic simulation and experiments were carried out. The simulation results on a numerical phantom show that the OSEM-based SAXS-CT can effectively eliminate streaking artifacts and improve the efficiency of data acquisition by at least 3 times compared with the filter backprojection algorithm. By compromising the reconstruction speed and image quality, the optimal reconstruction parameters are also given for the image reconstruction in the OSEM-based SAXS-CT experiments. An experiment on a bamboo sample verified the validity of the proposed method with limited projection data. A further experiment on polyethylene demonstrated that the OSEM-based SAXS-CT is able to reveal the local nanoscale information about the crystalline structure and distributional difference inside the sample. In conclusion, the OSEM-based SAXS-CT can significantly improve experimental efficiency, which may promote SAXS-CT becoming a conventional method. (C) 2017 Optical Society of America
引用
收藏
页码:8326 / 8334
页数:9
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