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Federated learning-enabled jamming detection and waveform classification for distributed tactical wireless networks
In this paper, we propose a federated learning (FL)-based jammer detection and waveform
classification algorithm for distributed tactical wireless networks (TWNs). More specifically …
classification algorithm for distributed tactical wireless networks (TWNs). More specifically …
Authentication by Intelligent Learning: A Novel Hybrid Deep Learning/Machine-Learning Radio Frequency Fingerprinting Scheme
TN Al-Qabbani, G Oligeri… - IEEE Journal of Radio …, 2024 - ieeexplore.ieee.org
LoRa technology, widely used in the Internet of Things (IoT) domain, faces challenges with
traditional cryptographic authentication methods due to power constraints and computing …
traditional cryptographic authentication methods due to power constraints and computing …
Adversarial attacks on LoRa device identification and rogue signal detection with deep learning
Low-Power Wide-Area Network (LPWAN) technologies, such as LoRa, have gained
significant attention for their ability to enable long-range, low-power communication for …
significant attention for their ability to enable long-range, low-power communication for …
LoRaSONN: A Novel Self-Operational Neural Network Learning Framework for RF-Fingerprint Identification of LoRa Devices
Radio-frequency (RF) fingerprint identification leverages the inherent unique transmitter
hardware impairments to authenticate an emitter through an analysis of the received signal …
hardware impairments to authenticate an emitter through an analysis of the received signal …
Deep learning enhanced spectrum sensing for LoRa spreading factor detection
Over the last decade, there has been a significant increase in the demand for wireless
sensor applications, in line with the increased connectivity of objects in the Internet of Things …
sensor applications, in line with the increased connectivity of objects in the Internet of Things …
Adversarial Attack and Defense for LoRa Device Identification and Authentication via Deep Learning
LoRa provides long-range, energy-efficient communications in Internet of Things (IoT)
applications that rely on Low-Power Wide-Area Network (LPWAN) capabilities. Despite …
applications that rely on Low-Power Wide-Area Network (LPWAN) capabilities. Despite …
Improving recognition of Sub-GHz LPWANs: a deep learning approach with the UPC-LPWAN-1 dataset
Deep neural networks (DNNs) have emerged as an effective technique for
modulation/system recognition but rely heavily on representative datasets. This paper …
modulation/system recognition but rely heavily on representative datasets. This paper …