Browsing by Author "FEKAIR, Mohamed El Amine Supervisor"

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    Al-Driven Optimization of Cellular Network Coverage and Capacity: Tower Placement and Dynamic Parameter Tuning
    (université Ghardaia, 2025) GUERBOUZ, Mohammed Alaa Eddine; DAOUADI, Sliman Abderahim; FEKAIR, Mohamed El Amine Supervisor
    The rapid growth of wireless communication has become vital to modern society, connecting people and devices across diverse applications. However, en- suring robust coverage and sufficient capacity in cellular networks especially in densely populated urban areas remains a significant challenge due to complex en- vironments and increasing user demands. This study aims to enhance network performance by optimizing key operational settings and strategically expanding infrastructure. We employ intelligent algorithms to fine tune base station param- eters using Bayesian Optimization (BO) and determine optimal locations for new towers using a Genetic Algorithm (GA), balancing signal quality, interference, and practical constraints. The results demonstrate that these data-driven meth- ods significantly improve coverage and capacity, offering a promising approach for efficient and adaptive network management.