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求解线性逆问题的谱共轭梯度法
引用本文:王华军,王硕,曹义超.求解线性逆问题的谱共轭梯度法[J].广西科学,2016,23(5):416-421,427.
作者姓名:王华军  王硕  曹义超
作者单位:桂林电子科技大学数学与计算科学学院,广西桂林,541004
基金项目:国家自然科学基金项目(11361018),广西自然科学基金项目(2014GXNSFFA118001),广西高校中青年教师基础能力提升项目(ky2016YB167),桂林电子科技大学研究生教育创新计划项目(2016YJCX46)资助。
摘    要:针对线性逆问题,把原问题的算子方程转化为带有Tikhonov正则项的无约束优化问题,提出一个求解线性逆问题的新谱共轭梯度法,并证明算法的全局收敛性.数值结果表明,新算法是有效的.

关 键 词:线性逆问题  谱共轭梯度法  Tikhonov正则项
收稿时间:2016/3/15 0:00:00
修稿时间:2016/4/15 0:00:00

A Spectral Conjugate Gradient Method for Solving Linear Inverse Problems
WANG Huajun,WANG Shuo and CAO Yichao.A Spectral Conjugate Gradient Method for Solving Linear Inverse Problems[J].Guangxi Sciences,2016,23(5):416-421,427.
Authors:WANG Huajun  WANG Shuo and CAO Yichao
Institution:School of Mathematics and Computational Science, Guilin University of Electronic Technology, Guilin, Guangxi, 541004, China,School of Mathematics and Computational Science, Guilin University of Electronic Technology, Guilin, Guangxi, 541004, China and School of Mathematics and Computational Science, Guilin University of Electronic Technology, Guilin, Guangxi, 541004, China
Abstract:In this study,a new spectral conj ugate gradient method is presented to solve linear in-verse problems,which are transferred into the linear unconstrained optimization with Tikhonov regularization.The global convergence of the proposed scheme is analyzed.The new algorithm is compared with Landweber,TSVD and TV methods,and numerical results illustrate the effi-ciency of this method.
Keywords:linear inverse problems  spectral conj ugate gradient method  Tikhonov regularization
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