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GNSS Spoofing Detection Based on Coupled Visual/Inertial/GNSS Navigation System
Nianzu Gu1,2, Fei Xing1, Zheng You1,2
1Department of Precision Instrument, Tsinghua University, Beijing 100084, China.
This study introduces a new method to detect global navigation satellite system (GNSS) spoofing attacks using a combined visual, inertial, and GNSS positioning system. The approach effectively identifies spoofing, even with small deviations, ensuring reliable navigation for unmanned vehicles.
Area of Science:
- Robotics and Autonomous Systems
- Navigation and Positioning
- Cybersecurity
Background:
- Global Navigation Satellite Systems (GNSSs) are critical for unmanned vehicles (UVs) but vulnerable to spoofing attacks.
- Spoofing can severely damage navigation systems, particularly for unmanned air vehicles (UAVs).
- Existing coupled visual/inertial/GNSS systems remain susceptible to GNSS spoofing.
Purpose of the Study:
- To propose a novel method for detecting GNSS spoofing attacks.
- To enhance the resilience of navigation systems for UVs against spoofing.
- To ensure continuous and reliable positioning even during spoofing events.
Main Methods:
- Development of a coupled visual/inertial/GNSS positioning algorithm.
- Monitoring deviations between visual inertial odometry (VIO) and GNSS within an optimization framework.
- Utilizing a modified Chi-square test for spoofing detection and alarm triggering.
- Modifying optimal estimation algorithms to mitigate spoofed GNSS data.
Main Results:
- The proposed method effectively detects GNSS spoofing attacks.
- The system demonstrates efficiency even when spoofing-induced deviations are minimal.
- Real-world experiments validate the performance of the spoofing detection and mitigation strategy.
- The modified optimal estimation algorithm successfully continues positioning during spoofing.
Conclusions:
- The developed method provides a robust solution for GNSS spoofing detection in coupled navigation systems.
- This approach significantly improves the security and reliability of navigation for GNSS-dependent unmanned vehicles.
- The technique offers a promising way to maintain navigation integrity against sophisticated cyber threats.
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