Deep Learning for GPS Spoofing Detection in Cellular Enabled Unmanned Aerial Vehicle Systems

01/03/2022
by   Y. Dang, et al.
0

Cellular-based Unmanned Aerial Vehicle (UAV) systems are a promising paradigm to provide reliable and fast Beyond Visual Line of Sight (BVLoS) communication services for UAV operations. However, such systems are facing a serious GPS spoofing threat for UAV's position. To enable safe and secure UAV navigation BVLoS, this paper proposes a cellular network assisted UAV position monitoring and anti-GPS spoofing system, where deep learning approach is used to live detect spoofed GPS positions. Specifically, the proposed system introduces a MultiLayer Perceptron (MLP) model which is trained on the statistical properties of path loss measurements collected from nearby base stations to decide the authenticity of the GPS position. Experiment results indicate the accuracy rate of detecting GPS spoofing under our proposed approach is more than 93 station.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/30/2023

GPS-Spoofing Attack Detection Mechanism for UAV Swarms

Recently autonomous and semi-autonomous Unmanned Aerial Vehicle (UAV) sw...
research
04/18/2018

Combating the Control Signal Spoofing Attack in UAV Systems

Unmanned aerial vehicle (UAV) system is vulnerable to the control signal...
research
08/09/2021

Safe Vessel Navigation Visually Aided by Autonomous Unmanned Aerial Vehicles in Congested Harbors and Waterways

In the maritime sector, safe vessel navigation is of great importance, p...
research
12/10/2019

Accurate Entrance Position Detection Based on Wi-Fi and GPS Signals Using Machine Learning

This paper aims at detecting an accurate position of the main entrance o...
research
03/18/2017

Cooperative Localisation of a GPS-Denied UAV in 3-Dimensional Space Using Direction of Arrival Measurements

This paper presents a novel approach for localising a GPS (Global Positi...
research
06/25/2019

EU H2020 Gauss project. Geo-Fencing Software System

The Geofencing system is the key to operate the Unmanned Aerial Vehicle ...
research
01/12/2022

Jamming Detection for IR-UWB Ranging Technology in Autonomous UAV Swarms

Jamming is a form of the Denial of Service (J-DoS) attack. It is a signi...

Please sign up or login with your details

Forgot password? Click here to reset