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基于约束Landweber迭代的重建算法
引用本文:李红艳,佟丽丽.基于约束Landweber迭代的重建算法[J].CT理论与应用研究,2009,18(3).
作者姓名:李红艳  佟丽丽
作者单位:中南大学,数学科学与计算技术学院,长沙,410083
摘    要:针对较少投影数据图像重建问题,在最小二乘优化的基础上,提出将未知误差引入不等式约束中,并针对其不适定性提出运用LandWeber迭代正则化技术进行迭代求解.数值实验表明相对以往各算法,此迭代算法更加稳定,并且在重建质量以及重建时间上都具有一定的优势.

关 键 词:约束优化  Landweber迭代算法  图像重建

Restricted Landweber Iteration Algorithm for Image Reconstruction from Projection
LI Hong-yan,TONG Li-li.Restricted Landweber Iteration Algorithm for Image Reconstruction from Projection[J].Computerized Tomography Theory and Applications,2009,18(3).
Authors:LI Hong-yan  TONG Li-li
Institution:LI Hong-yan,TONG Li-li Department of Mathematical Science , Computing Technology,Central South University,Changsha 410083,China
Abstract:Image reconstruction from incomplete projections is a key problem in image reconstruction.In this paper,based on least-square optimization,some unknown error are adopted as inequality constraints.A new restricted iterative algorithm using Landweber iteration is proposed for the ill-posed problem.Compared with non-restricted iterative algorithm,under the condition of same computation time,this algorithm is more stable,and can give less error and higher fitness image.The effectiveness of the algorithm has bee...
Keywords:restricted optimization  Landweber iteration  image reconstruction  
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