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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...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Yichen Sun, Mingxin Yu, Luyang Wang, Tianfang Li, Mingli Dong
Format: Artigo
Sprache:Inglês
Veröffentlicht: MDPI AG 2023-06-01
Schriftenreihe:Drones
Schlagworte:
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-Zugang:https://www.mdpi.com/2504-446X/7/6/370
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