A systematic review of machine learning techniques for GNSS use cases

A Siemuri, K Selvan, H Kuusniemi… - … on Aerospace and …, 2022 - ieeexplore.ieee.org
In terms of the availability and accuracy of positioning, navigation, and timing (PNT), the
traditional Global Navigation Satellite System (GNSS) algorithms and models perform well …

Detecting GNSS spoofing using deep learning

P Borhani-Darian, H Li, P Wu, P Closas - EURASIP Journal on advances …, 2024 - Springer
Abstract Global Navigation Satellite System (GNSS) is pervasively used in position,
navigation, and timing (PNT) applications. As a consequence, important assets have …

A sensor fusion-based GNSS spoofing attack detection framework for autonomous vehicles

S Dasgupta, M Rahman, M Islam… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper presents a sensor fusion-based Global Navigation Satellite System (GNSS)
spoofing attack detection framework for autonomous vehicles (AVs) that consists of two …

[PDF][PDF] Semperfi: Anti-spoofing gps receiver for uavs

H Sathaye, G LaMountain, P Closas… - Network and Distributed …, 2022 - par.nsf.gov
It is well-known that GPS is vulnerable to signal spoofing attacks. Although several spoofing
detection techniques exist, they are incapable of mitigation and recovery from stealthy …

Deep neural network correlators for GNSS multipath mitigation

H Li, P Borhani-Darian, P Wu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Machine learning and, more precisely, data-driven models are providing solutions where
physics-based models are intractable. This article discusses the use of deep learning …

Detection of spoofing attacks on global navigation satellite systems using Kolmogorov–Smirnov test-based signal quality monitoring method

W Zhou, Z Lv, G Li, B Jiao, W Wu - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Signal quality monitoring (SQM) has been widely used as a simple and effective means to
detect spoofing attacks on Global Navigation Satellite Systems (GNSS). However, the …

[HTML][HTML] GPS spoofing detection method for small UAVs using 1D convolution neural network

YH Sung, SJ Park, DY Kim, S Kim - Sensors, 2022 - mdpi.com
The navigation of small unmanned aerial vehicles (UAVs), such as quadcopters,
significantly relies on the global positioning system (GPS); however, UAVs are vulnerable to …

A deep learning based induced GNSS spoof detection framework

A Iqbal, MN Aman, B Sikdar - IEEE transactions on machine …, 2024 - ieeexplore.ieee.org
The Global Navigation Satellite System (GNSS) plays a crucial role in critical infrastructure
by delivering precise timing and positional data. Nonetheless, the civilian segment of the …

A reinforcement learning approach for global navigation satellite system spoofing attack detection in autonomous vehicles

S Dasgupta, T Ghosh… - Transportation research …, 2022 - journals.sagepub.com
A resilient positioning, navigation, and timing (PNT) system is a necessity for the robust
navigation of autonomous vehicles (AVs). A global navigation satellite system (GNSS) …

Deep learning of GNSS acquisition

P Borhani-Darian, H Li, P Wu, P Closas - Sensors, 2023 - mdpi.com
Signal acquisition is a crucial step in Global Navigation Satellite System (GNSS) receivers,
which is typically solved by maximizing the so-called Cross-Ambiguity Function (CAF) as a …