Photovoltaic (PV) fault detection through thermal infrared imaging is a crucial step for efficient operation and maintenance of large-scale solar plants. Although current deep learning methodologies demonstrate potential, their efficacy is limited by inadequate feature extraction on various scales. This research presen...
Nivin Galal, E. A. Marzouk, H. Moustafa et al.· Scientific Reports· 0 citations
Wi-Fi fingerprinting is widely used for indoor localization. Although a large number of observable access points (APs) can provide richer spatial information, retaining all APs introduces significant computational overhead, increased scanning latency, and reduced generalization under heterogeneity across floors, device...
Ahmed Y. Bahy El-Din, H. Nafea, A. Samra et al.· Scientific Reports· 0 citations
Handover mechanisms are important to ensure continuity of services in wireless networks. This study examines how Fuzzy Logic can be used in conjunction with the Adaptive Neuro-Fuzzy Inference System (ANFIS) to optimize the vertical handover decisions and network choices in mobile networks. The methodology is designed i...
N. Elbadry, F. Zaki, H. Nafea· Journal of King Saud Univers...· 0 citations
benchmarking against Logistic Regression, Random Forest, Support Vector Machine, Decision Tree, and K-Nearest Neighbors showed that XGBoost provided the strongest performance, highlighting the effectiveness of XGBoost while emphasizing classification accuracy in multiclass diabetes prediction systems.
M. M. El Sherbiny, M. G. Abdel-Fattah, Ali E. Takieldeen et al.· Scientific Reports· 1 citation
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