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Shamnaz Riyaz
Researcher at Northeastern University
Publications - 3
Citations - 428
Shamnaz Riyaz is an academic researcher from Northeastern University. The author has contributed to research in topics: Communication channel & Transmitter. The author has an hindex of 3, co-authored 3 publications receiving 213 citations.
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Journal ArticleDOI
Deep Learning Convolutional Neural Networks for Radio Identification
TL;DR: A method for uniquely identifying a specific radio among nominally similar devices using a combination of SDR sensing capability and machine learning (ML) techniques, demonstrating up to 90-99 percent experimental accuracy at transmitter- receiver distances varying between 2-50 ft over a noisy, multi-path wireless channel.
Proceedings ArticleDOI
ORACLE: Optimized Radio clAssification through Convolutional neuraL nEtworks
TL;DR: This paper describes the architecture and performance of ORACLE, an approach for detecting a unique radio from a large pool of bit-similar devices using only IQ samples at the physical layer with near-perfect device classification accuracy.
Posted Content
ORACLE: Optimized Radio clAssification through Convolutional neuraL nEtworks
TL;DR: ORACLE as discussed by the authors is an approach for detecting a unique radio from a large pool of bit-similar devices (same hardware, protocol, physical address, MAC ID) using only IQ samples at the physical layer.