Published: 2026-01-10

Cross-Layer Co-Design and Physics-Grounded Evaluation of Hybrid Reinforcement Learning and Federated ANN-PID Protocol Suites for Dense Urban UAV Delivery Networks

Randa Shaker Abd-Alhussain, Qasim Radam Mahmood, Hasan Mohammed Taqi Salih Albdair, Mohammad Khaleel Sallam Ma’aitah, Sanad Abdullah Alafghani, Ashraf Al-Shaikh Khalil, Ashraf Zaher

164-196

An AI-Driven Intrusion Detection and Real-Time Autonomous Response Framework Using Network Traffic Logs: AMulti-Algorithm Approach with LightGBM Optimization

Ahmed Sileh Gifal, Hussein Mohammed Ali Makassees, Mayameen S. Kadhim, Ahmed Dheyaa Radhi, Rusul Mansoor Al-Amri, Liaw Geok Pheng

95-109

A Preemptive Ensemble Learning Framework for KnowledgeBased Network Intrusion Detection

Maad Kamal Al-anni, Ammar A Al-Hamadani, Rafah M. Almuttairi, Alharith A Abdullah

110-130