A Deep-Learning-Based GPS Signal Spoofing Detection Method for Small UAVs

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 causes the UAVs to lose their positioning ability. To address this issue, we propose a deep learning method to detect the spoofing of...

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Bibliographic Details
Main Authors: Yichen Sun, Mingxin Yu, Luyang Wang, Tianfang Li, Mingli Dong
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Drones
Subjects:
global positioning system (GPS)
spoofing
convolutional neural network (CNN)
long short-term memory (LSTM)
support vector machines-synthetic minority oversampling technique (SVM-SMOTE)
principal component analysis (PCA)
Online Access:https://www.mdpi.com/2504-446X/7/6/370

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