[HTML][HTML] GPS spoofing detection method for small UAVs using 1D convolution neural network

YH Sung, SJ Park, DY Kim, S Kim - Sensors, 2022 - mdpi.com
The navigation of small unmanned aerial vehicles (UAVs), such as quadcopters,
significantly relies on the global positioning system (GPS); however, UAVs are vulnerable to …

[HTML][HTML] A deep-learning-based gps signal spoofing detection method for small UAVs

Y Sun, M Yu, L Wang, T Li, M Dong - Drones, 2023 - mdpi.com
The navigation of small unmanned aerial vehicles (UAVs) mainly depends on global
positioning systems (GPSs). However, GPSs are vulnerable to attack by spoofing, which …

Deep learning detection of GPS spoofing

O Jullian, B Otero, M Stojilović, JJ Costa… - … Conference on Machine …, 2021 - Springer
Unmanned aerial vehicles (UAVs) are widely deployed in air navigation, where numerous
applications use them for safety-of-life and positioning, navigation, and timing tasks …

Efficient detection of GPS spoofing attacks on unmanned aerial vehicles using deep learning

RA Agyapong, M Nabil, AR Nuhu… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
Unmanned Aerial Vehicles (UAV) have gained major attention in recent years due to its
numerous benefits. The navigation of UAVs is heavily reliant on sensors such as the Global …

Detection of GPS spoofing attack on unmanned aerial vehicle system

C Liang, M Miao, J Ma, H Yan, Q Zhang, X Li… - Machine Learning for …, 2019 - Springer
Most of the existing GPS spoofing detection schemes are vulnerable to the complex
generative GPS spoofing attack, and require additional auxiliary equipments and extensive …

Supervised deep learning models for detecting GPS spoofing attacks on unmanned aerial vehicles

TT Khoei, G Aissou, K Al Shamaileh… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Unmanned Aerial Networks (UAVs) are prone to several cyber-atttacks, including Global
Positioining Spoofing attacks. For this purpose, numerous studies have been conducted to …

Deep-ensemble-learning-based GPS spoofing detection for cellular-connected UAVs

Y Dang, C Benzaïd, B Yang, T Taleb… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) are an emerging technology in the 5G-and-beyond
systems with the promise of assisting cellular communications and supporting IoT …

SigFeaDet: Signal Features-based UAV GPS Spoofing Detection using Machine Learning

X Wei, L Wang - 2023 IEEE 29th International Conference on …, 2023 - ieeexplore.ieee.org
The GPS is the most common used satellite-based navigation and positioning system. It is
an indispensable component for a UAV as it provides accurate location data that is critical …

GPS spoofing on UAV: A survey

RD Restivo, LC Dodson, J Wang, W Tan… - … -IEEE Conference on …, 2023 - ieeexplore.ieee.org
With the development of the Internet of Things (IoT) and Cyber-Physical System (CPS),
Unmanned Aerial Vehicles (UAVs) are deployed in various implementations which improve …

Intelligent detection algorithm against UAVs' GPS spoofing attack

S Wang, J Wang, C Su, X Ma - 2020 IEEE 26th International …, 2020 - ieeexplore.ieee.org
Unmanned Aerial Vehicle (UAV) technology is more and more widely used in the field of
civil and military information acquisition. GPS plays the most critical part of UAVs' navigation …