Adversarial Evasion Attacks on SVM-Based GPS Spoofing Detection Systems [PDF]
SensorsGPS spoofing remains a critical threat in the use of autonomous vehicles. Machine-learning-based detection systems, particularly support vector machines (SVMs), demonstrate high accuracy in their defense against conventional spoofing attacks.
Sunghyeon An +2 more
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DeepPOSE: Detecting GPS spoofing attack via deep recurrent neural network
Digital Communications and Networks, 2022 The Global Positioning System (GPS) has become a foundation for most location-based services and navigation systems, such as autonomous vehicles, drones, ships, and wearable devices.
Peng Jiang, Chunsheng Xin
exaly +3 more sources
Secure localization of land vehicles under GPS spoofing attack with decomposition Kalman filter [PDF]
Scientific ReportsThis study presents a secure vehicle localization framework designed to maintain accuracy under GPS spoofing attacks. The framework integrates a spoofing detection mechanism operating in three adaptive modes and employs refined dynamic, measurement, and ...
Meihong Zhao +3 more
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DeepSpoofNet: a framework for securing UAVs against GPS spoofing attacks [PDF]
PeerJ Computer ScienceUncrewed Aerial Vehicles (UAVs) are frequently utilized in several domains such as transportation, distribution, monitoring, and aviation. A significant security vulnerability is the Global Positioning System (GPS) Spoofing attack, wherein the assailant ...
Aziz Ur Rehman Badar +6 more
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Performance Analysis of LSTM, GRU and Hybrid LSTM–GRU Model for Detecting GPS Spoofing Attacks [PDF]
SensorsThe exposure of Unmanned Aerial Vehicles (UAVs) to Global Positioning System (GPS) spoofing attacks constitutes a major cybersecurity challenge. In this work, we conduct a comparative performance analysis of LSTM, GRU, and sequential LSTM–GRU hybrid deep
Umur Kuriş, Özgür Can Turna
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Exploring Multi-Channel GPS Receivers for Detecting Spoofing Attacks on UAVs Using Machine Learning [PDF]
SensorsAll current transportation systems (vehicles, trucks, planes, etc.) rely on the Global Positioning System (GPS) as their main navigation technology. GPS receivers collect signals from multiple satellites and are able to provide more or less accurate ...
Mustapha Mouzai +3 more
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An Analysis of GPS Spoofing Attack and Efficient Approach to Spoofing Detection in PX4
IEEE AccessUnmanned Aerial Vehicles (UAVs) are aerial vehicles that can go to a particular position without human control or with remote human control. It is because unmanned control mainly relies on position estimation that a lot of research has been studied on ...
Ji Hyuk Jung +2 more
exaly +3 more sources
Quantum-Resilient Federated Learning for Multi-Layer Cyber Anomaly Detection in UAV Systems [PDF]
SensorsUnmanned Aerial Vehicles (UAVs) are increasingly used in civilian and military applications, making their communication and control systems targets for cyber attacks. The emerging threat of quantum computing amplifies these risks. Quantum computers could
Canan Batur Şahin
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GPS Spoofing Detection Method for Small UAVs Using 1D Convolution Neural Network
Sensors, 2022 The navigation of small unmanned aerial vehicles (UAVs), such as quadcopters, significantly relies on the global positioning system (GPS); however, UAVs are vulnerable to GPS spoofing attacks.
Young-Hwa Sung +3 more
exaly +3 more sources
On GPS spoofing of aerial platforms: a review of threats, challenges, methodologies, and future research directions [PDF]
PeerJ Computer Science, 2021 Unmanned Aerial Systems (UAVs, Drones), initially known only for their military applications, are getting increasingly popular in the civil sector as well.
Shah Zahid Khan +2 more
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