Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim

Conjugate gradient (CG) method is one of the method in finding minimization or maximization of objective function to solve unconstrained optimization problems. Many studies have been conducted recently to improve this method but some of the modified CG seem to be more difficult and complicated than...

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Main Author: Ibrahim, Uzir
Format: Thesis
Language:English
Published: 2018
Subjects:
Online Access:http://ir.uitm.edu.my/id/eprint/41318/1/41318.pdf
http://ir.uitm.edu.my/id/eprint/41318/
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Institution: Universiti Teknologi Mara
Language: English
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spelling my.uitm.ir.413182021-02-04T09:19:08Z http://ir.uitm.edu.my/id/eprint/41318/ Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim Ibrahim, Uzir Equations Mathematical statistics. Probabilities Analysis Analytical methods used in the solution of physical problems Algorithms Conjugate gradient (CG) method is one of the method in finding minimization or maximization of objective function to solve unconstrained optimization problems. Many studies have been conducted recently to improve this method but some of the modified CG seem to be more difficult and complicated than the older ones previously suggested. Therefore, in this paper, some simple classical and modified CG method will be compared based on number of iterations and CPU time to find the best solution point. The global convergence result is solved using strong Wolfe-Powell (SWP) inexact line search. Four difference initial point and five test functions is being used to test the efficiency of the CG coefficient. 2018-07 Thesis NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/41318/1/41318.pdf Ibrahim, Uzir (2018) Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim. Degree thesis, Universiti Teknologi MARA.
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Equations
Mathematical statistics. Probabilities
Analysis
Analytical methods used in the solution of physical problems
Algorithms
spellingShingle Equations
Mathematical statistics. Probabilities
Analysis
Analytical methods used in the solution of physical problems
Algorithms
Ibrahim, Uzir
Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim
description Conjugate gradient (CG) method is one of the method in finding minimization or maximization of objective function to solve unconstrained optimization problems. Many studies have been conducted recently to improve this method but some of the modified CG seem to be more difficult and complicated than the older ones previously suggested. Therefore, in this paper, some simple classical and modified CG method will be compared based on number of iterations and CPU time to find the best solution point. The global convergence result is solved using strong Wolfe-Powell (SWP) inexact line search. Four difference initial point and five test functions is being used to test the efficiency of the CG coefficient.
format Thesis
author Ibrahim, Uzir
author_facet Ibrahim, Uzir
author_sort Ibrahim, Uzir
title Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim
title_short Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim
title_full Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim
title_fullStr Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim
title_full_unstemmed Comparative study of several classical and modified conjugate gradient using inexact line search / Uzir Ibrahim
title_sort comparative study of several classical and modified conjugate gradient using inexact line search / uzir ibrahim
publishDate 2018
url http://ir.uitm.edu.my/id/eprint/41318/1/41318.pdf
http://ir.uitm.edu.my/id/eprint/41318/
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