A hybrid approach for finding approximate solutions to constrained nonlinear monotone operator equations with applications

被引:9
作者
Abubakar, Auwal Bala [1 ,2 ,3 ]
Kumam, Poom [1 ,4 ,5 ]
Mohammad, Hassan [2 ]
Ibrahim, Abdulkarim Hassan [1 ]
Kiri, Aliyu Ibrahim [2 ]
机构
[1] King Mongkuts Univ Technol Thonburi KMUTT, Fac Sci, Ctr Excellence Theoret & Computat Sci TaCS CoE, Fixed Point Res Lab,Fixed Point Theory & Applicat, 126 Pracha Uthit Rd, Bangkok 10140, Thailand
[2] Bayero Univ, Fac Phys Sci, Dept Math Sci, Numer Optimizat Res Grp, Kano, Nigeria
[3] Sefako Makgatho Hlth Sci Univ, Dept Math & Appl Math, ZA-0204 Medunsa, South Africa
[4] King Mongkuts Univ Technol Thonburi KMUTT, Fac Sci, Ctr Excellence Theoret & Computat Sci TaCS CoE, 126 Pracha Uthit Rd, Bangkok 10140, Thailand
[5] China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung 40402, Taiwan
关键词
Monotone operator equations; Derivative-free projection method; Global convergence; Compressed sensing; GRADIENT PROJECTION METHOD; FREE ITERATIVE METHOD; SIGNAL; ALGORITHMS;
D O I
10.1016/j.apnum.2022.03.001
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this article, a hybrid approach technique incorporated with three term conjugate gradient (CG) method is proposed to solve constrained nonlinear monotone operator equations. The search direction is defined such that it is close to the one obtained by the memory-less Broyden-Fletcher-Goldferb-Shanno (BFGS) method. Independent of the line search, the search direction possesses the sufficient descent and trust region properties. Furthermore, the sequence of iterates generated converge globally under some appropriate assumptions. In addition, numerical experiments are carried out to test the efficiency of the proposed method in contrast with existing methods. Finally, the applicability of the proposed method in compressive sensing is shown. (C) 2022 IMACS. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:79 / 92
页数:14
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