14 April، 2025
Master’s thesis by student Ghofran Maysar Majeed Ahmed

Discussion of a master’s thesis in the College of Computer Science and Mathematics – Department of Mathematics Sciences entitled:
“ Improving of intelligent Optimization Algorithms for digital images restoration “
It was discussed in the discussion room at the Faculty of Computer Science and Mathematics at the University of Mosul on Monday , 14 -4-2025
Master’s thesis by student Ghofran Maysar Majeed Ahmed, under the supervision of Dr. Ban Ahmed Mitras.
In this work, we presented a hybridization of an intuitive algorithm, the arithmetic optimization algorithm, with a traditional algorithm, the conjugate gradient algorithm. The conjugate gradient algorithm was then developed by deriving two new parameters. The sufficient gradient property and the global convergence property were also proven. The two hybrid algorithms were then applied to digital image restoration. We also used “a hybridization of the arithmetic optimization algorithm with the conjugate vector algorithmt to restore digital images“ using MATLAB.
The scientific committee included the following members:
- Dr. Hamsa Tharwat Saeed – Chairman
- Assistant Professor Dr. Samaa Tali’ Aziz – Member.
- Assistant Professor Dr. Hisham Mohamed Khader – Member .
- Ban Ahmed Hassan – Member and supervisor.