Deep bidirectional LSTM for the signal detection of universal filtered multicarrier systems

Deep bidirectional LSTM for the signal detection of universal filtered multicarrier systems

Universal filtered multicarrier (UFMC) has emerged as a potential waveform contender of orthogonal frequency division multiplexing (OFDM) for the fifth generation (5G) and beyond wireless systems. In this paper, we propose a bidirectional long short-term memory (Bi-LSTM)-based detector for the UFMC...

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Bibliographic Details
Main Authors: Md. Ferdous Ahammed, A. Alim Molla, Rafiul Kadir, Mohammad Ismat Kadir
Format: Article
Language:English
Published: Elsevier 2022-12-01
Series:Machine Learning with Applications
Subjects:
Universal filtered multicarrier
Deep learning
Long short-term memory (LSTM)
Bidirectional LSTM
Rayleigh fading channel
Online Access:http://www.sciencedirect.com/science/article/pii/S2666827022001001

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http://www.sciencedirect.com/science/article/pii/S2666827022001001

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