TWO MODIFIED BARZILAI-BORWEIN PROJECTION METHODS WITH APPLICATIONS TO IMAGE RESTORATION

In this paper, we propose two modified Barzilai-Borwein projection methods for solving constrained monotone nonlinear equations. These methods are proved to satisfy the Quasi-Newton equation and sufficient descent property independent of any line search. Performance comparisons show that our proposed methods are more competitive and efficient for solving these equations. Our projection methods are also used to restore images to demonstrate their effectiveness.

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Publication Details

Journal
Journal of Applied Analysis & Computation
Published
2026-10-17
DOI
https://doi.org/10.11948/20250205
Primary Topic
Optimization and Variational Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

TWO MODIFIED BARZILAI-BORWEIN PROJECTION METHODS WITH APPLICATIONS TO IMAGE RESTORATION

Ruiping Zhang, Peiting Gao, Bai Jianchao
Journal of Applied Analysis & Computation
Optimization and Variational Analysis
article

TWO MODIFIED BARZILAI-BORWEIN PROJECTION METHODS WITH APPLICATIONS TO IMAGE RESTORATION

Ruiping Zhang, Peiting Gao, Bai Jianchao
article en

Abstract

In this paper, we propose two modified Barzilai-Borwein projection methods for solving constrained monotone nonlinear equations. These methods are proved to satisfy the Quasi-Newton equation and sufficient descent property independent of any line search. Performance comparisons show that our proposed methods are more competitive and efficient for solving these equations. Our projection methods are also used to restore images to demonstrate their effectiveness.

Journal of Applied Analysis & ComputationVol. 17(2)
Northwestern Polytechnical University (CN), Shanxi Medical University (CN), Shanxi University (CN), Shanxi Provincial People’s Hospital (CN)
National Natural Science Foundation of China, Natural Science Foundation of Shanxi Province
Openalex Percentile: Top 14%
Optimization and Variational Analysis
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