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Randomized Kaczmarz Algorithm for CT Reconstruction
  • ISSN号:1674-8042
  • 期刊名称:Journal of Measurement Science and Instrumentation
  • 时间:2013.4.1
  • 页码:34-37
  • 分类:TN911.73[电子电信—通信与信息系统;电子电信—信息与通信工程]
  • 作者机构:[1]School of Science, North University of China, Taiyuan 030051 , China
  • 相关基金:Foundation item: National Natural Science Foundation of China (No. 61171179,No. 61171178); Natural Science Foundation of Shanxi Prov-ince (No. 2010011002-1, No. 2010011002-2 and No. 2012021011-2)
  • 相关项目:任意扫描轨迹的多能CT重建算法
中文摘要:

The order of the projection in the algebraic reconstruction technique(ART)method has great influence on the rate of the convergence.Although many scholars have studied the order of the projection,few theoretical proofs are given.Thomas Strohmer and Roman Vershynin introduced a randomized version of the Kaczmarz method for consistent,and over-determined linear systems and proved whose rate does not depend on the number of equations in the systems in 2009.In this paper,we apply this method to computed tomography(CT)image reconstruction and compared images generated by the sequential Kaczmarz method and the randomized Kaczmarz method.Experiments demonstrates the feasibility of the randomized Kaczmarz algorithm in CT image reconstruction and its exponential curve convergence.

英文摘要:

The order of the projection in the algebraic reconstruction technique (ART) method has great influence on the rate of the convergence. Although many scholars have studied the order of the projection, few theoretical proofs are given. Tho-mas Strohmer and Roman Vershynin introduced a randomized version of the Kaczmarz method for consistent, and over-de- termined linear systems and proved whose rate does not depend on the number of equations in the systems in 2009. In this paper, we apply this method to computed tomography (CT) image reconstruction and compared images generated by the se-quential Kaczmarz method and the randomized Kaczmarz method. Experiments demonstrates the feasibility of the random-ized Kaczmarz algorithm in CT image reconstruction and its exponential curve convergence.

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期刊信息
  • 《测试科学与仪器:英文版》
  • 主管单位:中北大学
  • 主办单位:中北大学
  • 主编:谭迎新
  • 地址:山西省太原市学院路3号
  • 邮编:030051
  • 邮箱:jmsi@nuc.edu.cn
  • 电话:0351-3923306
  • 国际标准刊号:ISSN:1674-8042
  • 国内统一刊号:ISSN:14-1357/TH
  • 邮发代号:
  • 获奖情况:
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),波兰哥白尼索引
  • 被引量:28