Journal ArticleDOI
Blind Detection: Advanced Techniques for WiFi-Based Drone Surveillance
TLDR
This paper proposes a WiFi statistical fingerprint-based drone detection approach, which is capable of identifying nearby drone threats, even in the presence of malicious attacks.Abstract:
The great availability of commercial drones has raised growing interest among people, since remotely piloted vehicles can be employed in numerous applications. The pervasive use of these devices has created many privacy and safety concerns that need to be addressed by means of proper surveillance systems able to cope with such threats. In this paper, we propose a WiFi statistical fingerprint-based drone detection approach, which is capable of identifying nearby drone threats, even in the presence of malicious attacks. We present a performance analysis carried out through experimental tests, where our solution is able to achieve very good results in terms of correct recognitions in many real-life scenarios, with a peak true positive rate of ${\text{96}}$ %.read more
Citations
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Journal ArticleDOI
Future Intelligent and Secure Vehicular Network Toward 6G: Machine-Learning Approaches
TL;DR: A survey on various ML techniques applied to communication, networking, and security parts in vehicular networks and envision the ways of enabling AI toward a future 6G vehicular network, including the evolution of intelligent radio (IR), network intelligentization, and self-learning with proactive exploration.
Journal ArticleDOI
LightAMC: Lightweight Automatic Modulation Classification via Deep Learning and Compressive Sensing
TL;DR: Experimental results show that the proposed LightAMC method can effectively reduce model sizes and accelerate computation with the slight performance loss, and enforce scaling factors sparsity via compressive sensing.
Journal ArticleDOI
RF-based drone detection and identification using deep learning approaches: An initiative towards a large open source drone database
Mohamed Fathi Al-Sa'D,Mohamed Fathi Al-Sa'D,Abdulla Al-Ali,Amr Mohamed,Tamer Khattab,Aiman Erbad +5 more
TL;DR: Results of the designed methods confirm the feasibility of the developed drone RF database to be used for detection and identification, and the developed RF database along with the implementations are made publicly available for students and researchers alike.
Journal ArticleDOI
Detection and Classification of Multirotor Drones in Radar Sensor Networks: A Review.
TL;DR: An overview of the most relevant technologies is provided, which in modern surveillance systems are composed into a network of spatially-distributed sensors to ensure full coverage of the monitored area, and the main focus is on the frequency modulated continuous wave radar sensor.
Journal ArticleDOI
Multiobjective UAV Path Planning for Emergency Information Collection and Transmission
TL;DR: The results show that the proposed path planning algorithm can significantly improve the normalized Quality-of-Experience (QoE) index and effectively shorten the flight time of each UAV for different assignments.
References
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Journal ArticleDOI
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