A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande

A newly step-length formula is proposed for implementing conjugate gradient methods’ algorithm to solve unconstrained optimization problems. The unified formula for obtaining step-length does not involve any matrix operation. Numerical results obtained are graphically illustrated using performance p...

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Main Authors: Ishaq, Adam Ajimoti, Latunde, Tolulope, Akande, Kazeem Babatunde
Format: Article
Language:en
Published: Universiti Teknologi MARA 2020
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Online Access:https://ir.uitm.edu.my/id/eprint/48084/1/48084.pdf
https://ir.uitm.edu.my/id/eprint/48084/
https://mjoc.uitm.edu.my
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author Ishaq, Adam Ajimoti
Latunde, Tolulope
Akande, Kazeem Babatunde
author_facet Ishaq, Adam Ajimoti
Latunde, Tolulope
Akande, Kazeem Babatunde
author_sort Ishaq, Adam Ajimoti
building Tun Abdul Razak Library
collection Institutional Repository
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
continent Asia
country Malaysia
description A newly step-length formula is proposed for implementing conjugate gradient methods’ algorithm to solve unconstrained optimization problems. The unified formula for obtaining step-length does not involve any matrix operation. Numerical results obtained are graphically illustrated using performance profiling software. This showed that the new formula performs efficiently in terms of computational efforts and execution time compared with some existing formulae for obtaining the step-length without line search procedures.
format Article
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institution Universiti Teknologi Mara
language en
publishDate 2020
publisher Universiti Teknologi MARA
record_format eprints
spelling my.uitm.ir-480842021-06-23T02:48:15Z https://ir.uitm.edu.my/id/eprint/48084/ A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande mjoc Ishaq, Adam Ajimoti Latunde, Tolulope Akande, Kazeem Babatunde Algebra Equations A newly step-length formula is proposed for implementing conjugate gradient methods’ algorithm to solve unconstrained optimization problems. The unified formula for obtaining step-length does not involve any matrix operation. Numerical results obtained are graphically illustrated using performance profiling software. This showed that the new formula performs efficiently in terms of computational efforts and execution time compared with some existing formulae for obtaining the step-length without line search procedures. Universiti Teknologi MARA 2020-06 Article PeerReviewed text en https://ir.uitm.edu.my/id/eprint/48084/1/48084.pdf A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande. (2020) Malaysian Journal of Computing (MJoC) <https://ir.uitm.edu.my/view/publication/Malaysian_Journal_of_Computing_=28MJoC=29/>, 5 (1). pp. 403-413. ISSN 2600-8238 https://mjoc.uitm.edu.my
spellingShingle Algebra
Equations
Ishaq, Adam Ajimoti
Latunde, Tolulope
Akande, Kazeem Babatunde
A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande
title A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande
title_full A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande
title_fullStr A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande
title_full_unstemmed A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande
title_short A step-length formula for conjugate gradient methods / Adam Ajimoti Ishaq, Tolulope Latunde and Kazeem Babatunde Akande
title_sort step-length formula for conjugate gradient methods / adam ajimoti ishaq, tolulope latunde and kazeem babatunde akande
topic Algebra
Equations
url https://ir.uitm.edu.my/id/eprint/48084/1/48084.pdf
https://ir.uitm.edu.my/id/eprint/48084/
https://mjoc.uitm.edu.my
url_provider http://ir.uitm.edu.my/