Another hybrid approach for solving monotone operator equations and application to signal processing
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Author list: Poom Kumam, Auwal Bala Abubakar, Abdulkarim Hassan Ibrahim, Hamza Umar Kura,Bancha Panyanak
Nuttapol Pakkaranang
Publisher: Wiley
Publication year: 2022
Journal: Mathematical Methods in the Applied Sciences (0170-4214)
Volume number: 45
Issue number: 12
Start page: 7897
End page: 7922
Number of pages: 26
ISSN: 0170-4214
eISSN: 1099-1476
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Abstract
This paper presents a hybrid conjugate gradient (CG) approach for solving nonlinear equations and signal reconstruction. The CG parameter of the approach is a convex combination of the Dai-Yuan (DY)-like and Hestenes-Stiefel (HS)-like parameters. Independent of any line search, the search direction is descent and bounded. Under some reasonable assumptions, the global convergence of the hybrid approach is proved. Numerical experiments on some benchmark test problems show that the proposed approach is efficient compared with some existing algorithms. Finally, the proposed approach is applied in signal reconstruction. |
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