Abstract
Modern UAVs increasingly prioritize onboard compute for mission-critical tasks such as real-time control, SLAM, and AI navigation, leaving little tolerance for security mechanisms that impose a noticeable compute-tax. Meanwhile, the MAVLink control/telemetry protocol remains a prominent attack surface, where protocol-layer abuses can rapidly escalate into command injection or denial of service. This paper presents an in-situ, protocol-level MAVLink honeypot that provides active defensive deception and behavior-driven mitigation while maintaining a small and predictable runtime footprint. The honeypot emulates essential MAVLink behaviors to lure and discriminate adversarial interactions, and adopts three key mechanisms for deployability: (i) a startup micro-benchmark to calibrate a platform-specific flooding threshold (set as 60% of the measured UDP receive peak within a fixed 1 s window), (ii) per-IP sliding windows that trigger brief sleeps or temporary blacklisting under abnormal request patterns, and (iii) constant-space logging with ring-buffer semantics to sustain long-lived operation. Evaluation in a containerized embedded-like setting (0.5 CPU core, 100 MiB RAM) shows stable memory usage of 16-19 MiB, peak CPU below 2.5% of a single core under attack, sub-second detection/mitigation latency across representative MAVLink abuse scenarios (heartbeat flooding, parameter enumeration, dangerous command injection, and UDP flooding), and log size converging to a constant after 1000 entries. Overall, the results demonstrate that protocol-layer defensive deception can be integrated onboard with minimal interference to primary mission compute, providing a practical security enhancement path for MAVLink-based UAV systems.
| Original language | English |
|---|---|
| Article number | 108613 |
| Journal | Computer Communications |
| Volume | 257 |
| DOIs | |
| Publication status | Published - 1 Aug 2026 |
Keywords
- High-efficiency onboard systems
- Honeypots and defensive deception
- MAVLink
- Protocol-layer security
- Unmanned aerial vehicles (UAVs)
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