[HTML][HTML] Identifying gnss signals based on their radio frequency (rf) features—a dataset with gnss raw signals based on roof antennas and spectracom generator

R Morales-Ferre, W Wang, A Sanz-Abia, ES Lohan - Data, 2020 - mdpi.com
This is a data descriptor paper for a set of raw GNSS signals collected via roof antennas and
Spectracom simulator for general-purpose uses. We give one example of possible data use …

Pre-correlation and post-correlation RF fingerprinting methods for GNSS spoofer identification with real-field measurement data

W Wang, ES Lohan, IA Sanchez… - 2022 10th Workshop on …, 2022 - ieeexplore.ieee.org
Radio Frequency fingerprinting (RFF) methods are gaining popularity as physical-layer
identification or authentication methods in various navigation and communication …

[HTML][HTML] A survey of spoofer detection techniques via radio frequency fingerprinting with focus on the gnss pre-correlation sampled data

W Wang, I Aguilar Sanchez, G Caparra, A McKeown… - Sensors, 2021 - mdpi.com
Radio frequency fingerprinting (RFF) methods are becoming more and more popular in the
context of identifying genuine transmitters and distinguishing them from malicious or non …

Short: LSTM-based GNSS spoofing detection using low-cost spectrum sensors

R Calvo-Palomino, A Bhattacharya… - 2020 IEEE 21st …, 2020 - ieeexplore.ieee.org
GNSS/GPS is a positioning system widely used nowadays in our lives for real-time
localization in Earth. This technology is highly vulnerable to spoofing/jamming attacks …

Machine learning approach to RF transmitter identification

K Youssef, L Bouchard, K Haigh… - IEEE Journal of …, 2018 - ieeexplore.ieee.org
With the increasing domain and widespread use of wireless devices in recent years (mobile
phones, Internet of Things, Wi-Fi), the electromagnetic spectrum has become extremely …

Pre-and post-correlation GNSS interference detection within software defined radio

K Sheridan, Y Ying, T Whitworth - … Technical Meeting of the Satellite Division …, 2012 - ion.org
In recent years, GNSS has been included in a rapidly increasing number of applications in
various sectors, including those regarded to be critical as they concern safety and financial …

Radio frequency fingerprinting exploiting non-linear memory effect

Y Li, Y Ding, J Zhang, G Goussetis… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Radio frequency fingerprint (RFF) identification distinguishes wireless transmitters by
exploiting their hardware imperfection that is inherent in typical radio frequency (RF) front …

RF transmitter fingerprinting exploiting spatio-temporal properties in raw signal data

D Roy, T Mukherjee, M Chatterjee… - 2019 18th IEEE …, 2019 - ieeexplore.ieee.org
The recent advances of wireless technologies in RF environments coupled with large scale
usage of such technologies has warranted more autonomous deployments of wireless …

Real time GNSS spoofing detection and cancellation on embedded systems using software defined radio

JM Friedt, W Feng, D Rabus… - 2021 15th European …, 2021 - ieeexplore.ieee.org
Global Navigation Satellite Systems have become ubiquitous to most daily activities
requiring Positioning, Navigation and Timing and yet have become increasingly subject to …

A robust RF fingerprinting approach using multisampling convolutional neural network

J Yu, A Hu, G Li, L Peng - IEEE internet of things journal, 2019 - ieeexplore.ieee.org
With the increasing popularity of the Internet of Things (IoT), device identification, and
authentication has become a critical security issue. Recently, radio frequency (RF) …