Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems

In this research, a new conjugacy coefficient is derived for conjugate gradient method(C.G) and a new direction was obtained. In theory, this direction achieve sufficiently desent condition by using strong wolfe line search and global convergence is proved. When contrasted with the starnder HS (C.G)...

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Main Authors: Mays Jarjis, Hamsa Chilmerane
Format: Article
Language:English
Published: Mosul University 2025-06-01
Series:Al-Rafidain Journal of Computer Sciences and Mathematics
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Online Access:https://csmj.uomosul.edu.iq/article_186827_e4317d3dea03c6135625a0bd94f1f82b.pdf
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author Mays Jarjis
Hamsa Chilmerane
author_facet Mays Jarjis
Hamsa Chilmerane
author_sort Mays Jarjis
collection DOAJ
description In this research, a new conjugacy coefficient is derived for conjugate gradient method(C.G) and a new direction was obtained. In theory, this direction achieve sufficiently desent condition by using strong wolfe line search and global convergence is proved. When contrasted with the starnder HS (C.G) technique, the numerical performance of this approach is very remarkable. The Dolan-More performance profile was applied in order to carry out this determination. The amount of time that the central processing unit (CPU) spends, the number of iterations (NOI), and the number of function evaluations (NOF) all play a role in determining this profile. It was determined through the utilization of the Dolan-More profile that this was the case.
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series Al-Rafidain Journal of Computer Sciences and Mathematics
spelling doaj-art-d46d2e71d6274b7682b32d6907a4f6882025-08-20T02:56:31ZengMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902025-06-01191283310.33899/csmj.2025.154547.1153186827Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization ProblemsMays Jarjis0Hamsa Chilmerane1Department of Mathematics, College of Computer Science and Mathematics, University of Mosul, IraqDepartment of Mathematics, College of Computers Sciences and Mathematics University of Mosul, IRAQIn this research, a new conjugacy coefficient is derived for conjugate gradient method(C.G) and a new direction was obtained. In theory, this direction achieve sufficiently desent condition by using strong wolfe line search and global convergence is proved. When contrasted with the starnder HS (C.G) technique, the numerical performance of this approach is very remarkable. The Dolan-More performance profile was applied in order to carry out this determination. The amount of time that the central processing unit (CPU) spends, the number of iterations (NOI), and the number of function evaluations (NOF) all play a role in determining this profile. It was determined through the utilization of the Dolan-More profile that this was the case.https://csmj.uomosul.edu.iq/article_186827_e4317d3dea03c6135625a0bd94f1f82b.pdfgradientunconstrainedoptimizationstrong wolfecondition
spellingShingle Mays Jarjis
Hamsa Chilmerane
Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems
Al-Rafidain Journal of Computer Sciences and Mathematics
gradient
unconstrained
optimization
strong wolfe
condition
title Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems
title_full Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems
title_fullStr Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems
title_full_unstemmed Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems
title_short Investigation a Conjuacy a Conjugacy Coefficient for Conjugate Gradient Method to Solving Unconstrained Optimization Problems
title_sort investigation a conjuacy a conjugacy coefficient for conjugate gradient method to solving unconstrained optimization problems
topic gradient
unconstrained
optimization
strong wolfe
condition
url https://csmj.uomosul.edu.iq/article_186827_e4317d3dea03c6135625a0bd94f1f82b.pdf
work_keys_str_mv AT maysjarjis investigationaconjuacyaconjugacycoefficientforconjugategradientmethodtosolvingunconstrainedoptimizationproblems
AT hamsachilmerane investigationaconjuacyaconjugacycoefficientforconjugategradientmethodtosolvingunconstrainedoptimizationproblems