DroneShield-AI: A Multi-Modal Sensor Fusion Framework for Real-Time Autonomous Drone Threat Detection, Behavioral Intent Classification, and Swarm Intelligence in Contested Airspace
arXiv:2606.11687v1 Announce Type: cross Abstract: Unmanned Aerial Vehicle (UAV) threats have emerged as a defining security challenge of the 21st century. This paper presents DroneShield-AI, a unified open framework integrating six processing layers: RF signal classification, acoustic motor-signature detection, YOLOv8-based visual detection, evidence-weighted sensor fusion, a Behavioral Intent Classification Engine (BICE), and a Graph Neural Network Swarm Intelligence Module (GNN-SIM). BICE introduces the first systematic six-class threat taxonomy for drone flight patterns, enabling predictive
The proliferation of commercial and military drones has created an urgent demand for advanced, autonomous threat detection and classification systems, pushing the boundaries of multi-modal AI and sensor fusion.
This development enhances defensive capabilities against complex drone threats, fundamentally changing the calculus of contested airspace and impacting national security strategies.
The ability to autonomously detect, classify intent, and analyze swarm behavior of drones in real-time is now closer to reality, moving from theoretical possibility to applied engineering.
- · Defence contractors
- · National security agencies
- · AI/ML defence startups
- · Homeland security
- · Asymmetric drone operators
- · State-backed drone adversaries (without counter-capabilities)
- · Legacy air defense systems
Real-time, autonomous drone threat detection and classification becomes significantly more robust and difficult to evade.
This framework will drive accelerated development of counter-drone technologies and potentially lead to new doctrines for air dominance in contested environments.
The increased sophistication of drone defense could reshape geopolitical strategies, as the cost and effectiveness of drone warfare are significantly altered, potentially influencing military procurement and international alliances.
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Read at arXiv cs.LG