Modification of three term Conjugate Gradient method for solving unconstrained optimization / Nurul Hafawati Fadhilah Hussian

Hussian, Nurul Hafawati Fadhilah (2019) Modification of three term Conjugate Gradient method for solving unconstrained optimization / Nurul Hafawati Fadhilah Hussian. Masters thesis, Universiti Teknologi MARA (UiTM).

Abstract

Conjugate Gradient (CG) methods have an important role in solving large scale unconstrained optimization. These methods are recognized due to its low memory requirement and convergence speed. However, some CG methods still possess high number of iteration and CPU time when apply in the real life problems. Hence, the researchers come out with many alternatives in order to improve the efficiency of the CG methods. Recently, Three Term CG method has become a research trend of CG method. The problem arise when the existing Three Term CG methods could only be used with inexact line search. When exact line search is applied, the formula of Three Term will be reduced to the standard CG method.

Metadata

Item Type: Thesis (Masters)
Creators:
Creators
Email / ID Num.
Hussian, Nurul Hafawati Fadhilah
UNSPECIFIED
Contributors:
Contribution
Name
Email / ID Num.
Thesis advisor
Mohd Ali, Mohd Rivaie
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Equations
Divisions: Universiti Teknologi MARA, Shah Alam > Faculty of Computer and Mathematical Sciences
Programme: Master Of Science (Mathematics)
Keywords: Conjugate Gradient, convergence speed, low memory requirement
Date: 2019
URI: https://ir.uitm.edu.my/id/eprint/91684
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