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Quantum machine learning for 6G communication networks: State-of-the-art and vision for the future
The upcoming fifth generation (5G) of wireless networks is expected to lay a foundation of
intelligent networks with the provision of some isolated artificial intelligence (AI) operations …
intelligent networks with the provision of some isolated artificial intelligence (AI) operations …
A new frontier for IoT security emerging from three decades of key generation relying on wireless channels
The Internet of Things (IoT) is a transformative technology, which is revolutionizing our
everyday life by connecting everyone and everything together. The massive number of …
everyday life by connecting everyone and everything together. The massive number of …
Radio frequency fingerprint identification for narrowband systems, modelling and classification
Device authentication is essential for securing Internet of things. Radio frequency fingerprint
identification (RFFI) is an emerging technique that exploits intrinsic and unique hardware …
identification (RFFI) is an emerging technique that exploits intrinsic and unique hardware …
Exposing the fingerprint: Dissecting the impact of the wireless channel on radio fingerprinting
Radio fingerprinting uniquely identifies wireless devices by leveraging tiny hardware-level
imperfections inevitably present in off-the-shelf radio circuitry. This way, devices can be …
imperfections inevitably present in off-the-shelf radio circuitry. This way, devices can be …
Radio frequency fingerprint identification for LoRa using deep learning
Radio frequency fingerprint identification (RFFI) is an emerging device authentication
technique that relies on the intrinsic hardware characteristics of wireless devices. This paper …
technique that relies on the intrinsic hardware characteristics of wireless devices. This paper …
ORACLE: Optimized radio classification through convolutional neural networks
K Sankhe, M Belgiovine, F Zhou… - … -IEEE conference on …, 2019 - ieeexplore.ieee.org
This paper describes the architecture and performance of ORACLE, an approach for
detecting a unique radio from a large pool of bit-similar devices (same hardware, protocol …
detecting a unique radio from a large pool of bit-similar devices (same hardware, protocol …
Six key features of machine type communication in 6G
While 5G is being rolled out in different parts of the globe, several research groups around
the world have already started posing the question: What will the sixth generation (6G) be …
the world have already started posing the question: What will the sixth generation (6G) be …
Machine learning for the detection and identification of Internet of Things devices: A survey
The Internet of Things (IoT) is becoming an indispensable part of everyday life, enabling a
variety of emerging services and applications. However, the presence of rogue IoT devices …
variety of emerging services and applications. However, the presence of rogue IoT devices …
No Radio Left Behind: Radio Fingerprinting Through Deep Learning of Physical-Layer Hardware Impairments
K Sankhe, M Belgiovine, F Zhou… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Due to the unprecedented scale of the Internet of Things, designing scalable, accurate,
energy-efficient and tamper-proof authentication mechanisms has now become more …
energy-efficient and tamper-proof authentication mechanisms has now become more …
Behavioral modeling and linearization of wideband RF power amplifiers using BiLSTM networks for 5G wireless systems
Characterization and linearization of RF power amplifiers (PAs) are key issues of fifth-
generation wireless communication systems, especially when high peak-to-average ratio …
generation wireless communication systems, especially when high peak-to-average ratio …