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
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DOI | |
发表期刊 | |
ISSN | 0266-5611
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EISSN | 1361-6420
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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 | |
语种 | 英语
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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]
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WOS研究方向 | Mathematics
; Physics
|
WOS类目 | Mathematics, Applied
; Physics, Mathematical
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WOS记录号 | WOS:001008178400001
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出版者 | |
EI入藏号 | 20232614309779
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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).
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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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条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | 操作 | |
论文-2023-SOMA-Inverse(3070KB) | -- | -- | 限制开放 | -- |
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