Machine learning modeling of GPS features with applications to UAV location spoofing detection and classification
In this paper, machine learning (ML) modeling is proposed for the detection and
classification of global positioning system (GPS) spoofing in unmanned aerial vehicles …
classification of global positioning system (GPS) spoofing in unmanned aerial vehicles …
A comparative analysis of supervised and unsupervised models for detecting gps spoofing attack on uavs
With the increasing use of Unmanned Aerial Vehicles in military and civilian applications,
the security of this technology has become one of the critical concerns. UAVs' positioning …
the security of this technology has become one of the critical concerns. UAVs' positioning …
[HTML][HTML] Dynamic selection techniques for detecting GPS spoofing attacks on UAVs
Unmanned aerial vehicles are prone to several cyber-attacks, including Global Positioning
System spoofing. Several techniques have been proposed for detecting such attacks …
System spoofing. Several techniques have been proposed for detecting such attacks …
A comparative analysis of the ensemble models for detecting gps spoofing attacks on uavs
A Gasimova, TT Khoei… - 2022 IEEE 12th Annual …, 2022 - ieeexplore.ieee.org
Unmanned Aerial Vehicles have been widely used in military and civilian areas. The
positioning and return-to-home tasks of UAVs deliberately depend on Global Positioning …
positioning and return-to-home tasks of UAVs deliberately depend on Global Positioning …
[HTML][HTML] Impact of dataset and model parameters on machine learning performance for the detection of GPS spoofing attacks on unmanned aerial vehicles
GPS spoofing attacks are a severe threat to unmanned aerial vehicles. These attacks
manipulate the true state of the unmanned aerial vehicles, potentially misleading the system …
manipulate the true state of the unmanned aerial vehicles, potentially misleading the system …
[HTML][HTML] ConstDet: Control Semantics-Based Detection for GPS Spoofing Attacks on UAVs
UAVs are widely used in agriculture, the military, and industry. However, it is easy to perform
GPS spoofing attacks on UAVs, which can lead to catastrophic consequences. In this paper …
GPS spoofing attacks on UAVs, which can lead to catastrophic consequences. In this paper …
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 …
generative GPS spoofing attack, and require additional auxiliary equipments and extensive …
Efficient detection of GPS spoofing attacks on unmanned aerial vehicles using deep learning
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 …
numerous benefits. The navigation of UAVs is heavily reliant on sensors such as the Global …
[HTML][HTML] A deep-learning-based gps signal spoofing detection method for small UAVs
The navigation of small unmanned aerial vehicles (UAVs) mainly depends on global
positioning systems (GPSs). However, GPSs are vulnerable to attack by spoofing, which …
positioning systems (GPSs). However, GPSs are vulnerable to attack by spoofing, which …
Instance-based supervised machine learning models for detecting GPS spoofing attacks on UAS
Unmanned Aerial Systems (UAS) heavily depend on the Global Positioning System (GPS)
for navigation. However, the unencrypted civilian GPS signals are subject to different types …
for navigation. However, the unencrypted civilian GPS signals are subject to different types …