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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

This work considers a complete VIT-UAVCom system that incorporates the key design parameters while explicitly accounting for system noise and residual tracking inaccuracies, and develops a dedicated solution framework to efficiently compute near-optimal trajectory and communication control actions in dynamic scenarios.

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

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