New Hybrid Conjugate Gradient Method as a Convex Combination of PRP and RMIL+ Methods

Authors

  • Ghania HADJI Department of Mathematics, Faculty of Sciences, Badji Mokhtar University; Department of Mathematics and Informatics, Faculty of Science and Technology, Mohamed Cherif Messaadia University, Souk Ahras, Algeria. Email: g.hadji@univ-soukahras.dz.
  • Yamina LASKRI Department of Mathematics, ESTI, Faculty of Sciences, Badji Mokhtar University, Annaba, Algeria. Email: yamina.laskri@univ-annaba.org. https://orcid.org/0000-0002-8878-5361
  • Tahar BECHOUAT Department of Mathematics and Informatics, Faculty of Science and Technology, Mohamed Cherif Messaadia University, Souk Ahras, Algeria. Email: t.bachaouette@univ-soukahras.dz. https://orcid.org/0000-0001-5660-0361
  • Rachid BENZINE Department of Mathematics, Laboratory LANOS, Faculty of Sciences, Badji Mokhtar University, Annaba, Algeria. Email: rabenzine@yahoo.fr.

DOI:

https://doi.org/10.24193/subbmath.2024.2.14

Keywords:

Unconstrained optimization, hybrid conjugate gradient method, line search, descent property, global convergence

Abstract

The Conjugate Gradient (CG) method is a powerful iterative approach for solving large-scale minimization problems, characterized by its simplicity, low computation cost and good convergence. In this paper, a new hybrid conjugate gradient HLB method (HLB: Hadji-Laskri-Bechouat) is proposed and analysed for unconstrained optimization. By comparing numerically CGHLB with PRP and RMIL+ and by using the Dolan and More CPU performance, we deduce that CGHLB is more efficient.

Mathematics Subject Classification (2010): 90C26, 65H10, 65K05, 90C26, 90C06.

Received 08 October 2021; Accepted 12 September 2022

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Published

2024-06-18

How to Cite

HADJI, G. ., LASKRI, Y. ., BECHOUAT, T. ., & BENZINE, R. . (2024). New Hybrid Conjugate Gradient Method as a Convex Combination of PRP and RMIL+ Methods. Studia Universitatis Babeș-Bolyai Mathematica, 69(2), 457–468. https://doi.org/10.24193/subbmath.2024.2.14

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