ConfuSense: Sensor Reconfiguration Attacks for Stealthy UAV Manipulation

Alessandro Erba, KASTEL Security Research Labs, Karlsruhe Institute of Technology; John H. Castellanos, Hitachi Energy Research, Germany; Sahil Sihag, CISPA Helmholtz Center for Information Security; Saman Zonouz, Georgia Institute of Technology; Nils Ole Tippenhauer, CISPA Helmholtz Center for Information Security

Unmanned Aerial Vehicles autonomously perform tasks using state-of-the-art control algorithms. These control algorithms rely on the freshness and correctness of sensor readings. Incorrect control leads to catastrophic process destabilization.

In this work, we propose the ConfuSense attack, aiming to impact process control via stealthy sensor reconfiguration. In the first part, the attacker will inject messages on buses that connect to the sensor. The injected message reconfigures the sensors. The reconfiguration primitives are selectively used to affect the controller (e.g., stall the control computations) transparently to the data consumer. Consequently, the manipulated sensor values lead to unwanted control actions (e.g., a drone crash). We experimentally demonstrate ConfuSense and investigate its system-level effects and consequences. Our findings show that i) reconfiguring sensors can have surprising effects on reported sensor values, and ii) the attacker can stall the overall Kalman Filter state estimation, leading to a halt in control computations. This leads to stealthily crashing or deviating the UAV over 30 meters.

Our work shows that attacks on sensors are not limited to continuously inducing random measurements, and demonstrates that sensor reconfiguration can completely stall the drone controller. In our experiments, state-of-the-art UAV controller software and countermeasures do not handle such manipulations. Hence, we discuss new countermeasures.

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BibTeX
@inproceedings {309166,
author = {Alessandro Erba and John H. Castellanos and Sahil Sihag and Saman Zonouz and Nils Ole Tippenhauer},
title = {{ConfuSense}: Sensor Reconfiguration Attacks for Stealthy {UAV} Manipulation},
booktitle = {3rd USENIX Symposium on Vehicle Security and Privacy (VehicleSec 25)},
year = {2025},
isbn = {978-1-939133-49-6},
address = {Seattle, WA},
pages = {45--62},
url = {https://www.usenix.org/conference/vehiclesec25/presentation/erba},
publisher = {USENIX Association},
month = aug
}

Presentation Video