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题名

Fast iterative reconstruction for multi-spectral CT by a Schmidt orthogonal modification algorithm (SOMA)

作者
通讯作者Zhang, Huitao; Zhao, Xing
发表日期
2023-08-01
DOI
发表期刊
ISSN
0266-5611
EISSN
1361-6420
卷号39期号:8
摘要

Multi-spectral CT (MSCT) is increasingly used in industrial non-destructive testing and medical diagnosis because of its outstanding performance like material distinguishability. The process of obtaining MSCT data can be modeled as a nonlinear system and the basis material decomposition comes down to the inverse problem of the nonlinear system. For different spectra data, geometric inconsistent parameters cause geometrical inconsistent rays, which will lead to the mismatched nonlinear system. How to solve the mismatched nonlinear equations accurately and quickly is a hot issue. This paper proposes a general iterative method (SOMA) to invert the mismatched nonlinear equations. The SOMA method gives different equations different confidence and searches along the more accurate hyperplane by Schmidt orthogonalization, which can get the optimal solution quickly. The validity of the SOMA method is verified by MSCT basis material decomposition experiments. The results show that the SOMA method can decompose the basis material images accurately and improve the convergence speed greatly.

关键词
相关链接[来源记录]
收录类别
SCI ; EI
语种
英语
学校署名
通讯
资助项目
National Natural Science Foundation of China[61827809] ; National Key Research and Development Program of China[2020YFA0712200]
WOS研究方向
Mathematics ; Physics
WOS类目
Mathematics, Applied ; Physics, Mathematical
WOS记录号
WOS:001008178400001
出版者
EI入藏号
20232614309779
EI主题词
Computerized tomography ; Diagnosis ; Image enhancement ; Image reconstruction ; Inverse problems ; Iterative methods ; Nondestructive examination ; Nonlinear systems
EI分类号
Medicine and Pharmacology:461.6 ; Computer Applications:723.5 ; Numerical Methods:921.6 ; Systems Science:961
ESI学科分类
PHYSICS
来源库
Web of Science
引用统计
被引频次[WOS]:1
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/549050
专题南方科技大学
作者单位
1.Capital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R China
2.Southern Univ Sci & Technol, Natl Ctr Appl Math Shenzhen NCAMS, Shenzhen 518055, Peoples R China
通讯作者单位南方科技大学
推荐引用方式
GB/T 7714
Pan, Huiying,Zhao, Shusen,Zhang, Weibin,et al. Fast iterative reconstruction for multi-spectral CT by a Schmidt orthogonal modification algorithm (SOMA)[J]. INVERSE PROBLEMS,2023,39(8).
APA
Pan, Huiying,Zhao, Shusen,Zhang, Weibin,Zhang, Huitao,&Zhao, Xing.(2023).Fast iterative reconstruction for multi-spectral CT by a Schmidt orthogonal modification algorithm (SOMA).INVERSE PROBLEMS,39(8).
MLA
Pan, Huiying,et al."Fast iterative reconstruction for multi-spectral CT by a Schmidt orthogonal modification algorithm (SOMA)".INVERSE PROBLEMS 39.8(2023).
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