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AN ENHANCED CONJUGATE GRADIENT ALGORITHM BASED AN PERRY’S CONDITION FOR EFFICIENT IMAGE RESTORATION | ||
| Computational Methods for Differential Equations | ||
| مقالات آماده انتشار، پذیرفته شده، انتشار آنلاین از تاریخ 24 آذر 1404 اصل مقاله (1.22 M) | ||
| نوع مقاله: Research Paper | ||
| شناسه دیجیتال (DOI): 10.22034/cmde.2025.70382.3492 | ||
| نویسندگان | ||
| SAIF A. Hussein1؛ Ayad Abdulaziz Mahmood2؛ Basim Abbas Hassan* 3 | ||
| 1Salladdin in Education Directorate, Tikrit, Iraq. | ||
| 2Department of Statistics and Information Techniques, Technical College of Management, Northern Technical University, Mosul. | ||
| 3Department of Mathematics, College of Computer Sciences and Mathematics, University of Mosul, Iraq. | ||
| چکیده | ||
| Traditional conjugate gradient setups require the conjugate parameter to be determined. In order to address the complexities of image restoration, this study introduces a unique conjugate coefficient that is obtained using Perry’s conjugacy condition in conjunction with a quadratic model. The proposed approaches provide global convergence while preserving the descent feature. Empirical numerical evaluations verify that the newly suggested approach significantly enhances performance when compared to the traditional FR conjugate gradient technology. In conclusion, the suggested approach demonstrates improved efficiency and robustness in the realm of image restoration attempts. | ||
| کلیدواژهها | ||
| Enhanced Parameter gradient؛ Global convergence؛ Image Restoration | ||
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