New proximal type algorithms for convex minimization and its application to image deblurring

被引:0
作者
Suparat Kesornprom
Prasit Cholamjiak
Choonkil Park
机构
[1] University of Phayao,School of Science
[2] Research Institute for Natural Sciences,undefined
[3] Hanyang University,undefined
来源
Computational and Applied Mathematics | 2022年 / 41卷
关键词
Convex minimization problem; Forward–backward method; Linesearch rule; Inertial method; Weak convergence; 65K05; 90C25; 90C30;
D O I
暂无
中图分类号
学科分类号
摘要
In this work, we are interested in solving a convex minimization problem in real Hilbert spaces. We propose a new modified proximal algorithm using the inertial extrapolation and the linesearch technique. Its weak convergence theorems are established under mild conditions. Numerical experiments are presented to illustrate the performance of the proposed algorithm in image deblurring.
引用
收藏
相关论文
共 47 条
[1]  
Beck A(2009)A fast iterative shrinkage-thresholding algorithm for linear inverse problems SIAM J Imaging Sci 2 183-202
[2]  
Teboulle M(2016)On the convergence of the forward–backward splitting method with linesearches Optim Methods Softw 31 1209-1238
[3]  
Bello Cruz JY(2002)Iterative oblique projection onto convex sets and the split feasibility problem Inverse Probl 18 441-642
[4]  
Nghia TT(2003)A unified treatment of some iterative algorithms in signal processing and image reconstruction Inverse Probl 20 103-239
[5]  
Byrne C(2012)An extragradient method for solving split feasibility and fixed point problems Comput Math Appl 64 633-17
[6]  
Byrne C(1994)A multiprojection algorithm using Bregman projections in a product space Numer Algorithms 8 221-814
[7]  
Ceng LC(2018)An inertial forward–backward splitting method for solving inclusion problems in Hilbert spaces J Fixed Point Theory Appl 20 1-454
[8]  
Ansari QH(2010)The strong convergence of a KM-CQ-like algorithm for a split feasibility problem Inverse Probl 27 378-88
[9]  
Yao JC(2020)A fast image restoration algorithm based on a fixed point and optimization method Mathematics 8 790-21
[10]  
Censor Y(1994)Entropy-like proximal methods in convex programming Math Oper Res 19 447-19