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Hussein A. Ammar

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#artificial intelligence Open access Sep 2026

Threat-Aware Energy-Efficient Deployment for Dynamic UAV Networks: A Multi-Agent RL Approach

An efficient framework to maximize global energy efficiency (EE) while promoting safe operation through threat-aware clustering and reward-based safety enforcement and demonstrates effective generalization to unseen user distributions, large UAV fleets, and different threat geometries, while maintaining zero safety vio...

F. Al-Kamali, Hussein A. Ammar, François Chan et al. · 0 citations
Preprint Sep 2026

Enhancing UAV Trajectory and Communications Through Vision-Inertial Tracking

In this paper, we propose an energy-efficient and reliable communication system for non-terrestrial networks deployed in dynamic GPS-denied wireless environments, enabled by a Vision--Inertial Tracking-Assisted UAV Communication (VIT-UAVCom) system. To the best of our knowledge, this is the first work to exploit onboar...

Abdallah S. Ghazy, Hussein A. Ammar, James H. Bayes et al. · 0 citations

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