Deep learning for wireless communications

T Erpek, TJ O'Shea, YE Sagduyu, Y Shi… - … of Deep Learning …, 2020 - Springer
Deep learning improves the performance when the model-based methods fail. … deep
learning applies to wireless communication security. In this context, adversarial machine learning

Deep learning for wireless communications: An emerging interdisciplinary paradigm

L Dai, R Jiao, F Adachi, HV Poor… - … Communications, 2020 - ieeexplore.ieee.org
… of using DL for wireless communications are investigated. … -based block design rule of wireless
communications in the past … on how to apply DL for wireless communications by inducing …

Deep learning for wireless physical layer: Opportunities and challenges

T Wang, CK Wen, H Wang, F Gao… - … Communications, 2017 - ieeexplore.ieee.org
Wireless communication technologies have experienced an extensive development to satisfy
the applications and services in the wireless network. The explosion of advanced wireless

Role of deep learning in wireless communications

W Yu, F Sohrabi, T Jiang - IEEE BITS the Information Theory …, 2022 - ieeexplore.ieee.org
… that in a wireless communication system involving a reconfigurable intelligent surface (RIS),
comprising of a larger number of reflective elements, a machine-learning approach that …

[HTML][HTML] Toward intelligent wireless communications: Deep learning-based physical layer technologies

S Liu, T Wang, S Wang - Digital Communications and Networks, 2021 - Elsevier
Deep Learning (DL), one of the most exciting developments in machine learning and big
data, has recently shown great potential in the study of wireless communications. In this article, …

Wireless networks design in the era of deep learning: Model-based, AI-based, or both?

A Zappone, M Di Renzo… - … on Communications, 2019 - ieeexplore.ieee.org
deep learning based on artificial neural networks will be an indispensable tool for the design
and operation of future wireless communication … of future wireless communication networks …

Deep learning in physical layer communications

Z Qin, H Ye, GY Li, BHF Juang - … Wireless Communications, 2019 - ieeexplore.ieee.org
… boosted the boom of DL-based wireless communications. This article will identify the gains
that DL can bring to wireless physical layer communications, including systems with the block …

Channel state information prediction for 5G wireless communications: A deep learning approach

C Luo, J Ji, Q Wang, X Chen, P Li - IEEE transactions on …, 2018 - ieeexplore.ieee.org
… Our proposed deep learning framework is to conduct online CSI prediction for 5G wireless
communications. In what follows, we describe the architecture of the learning framework and …

An overview of wireless communication technology using deep learning

J Jiao, X Sun, L Fang, J Lyu - China Communications, 2021 - ieeexplore.ieee.org
wireless communication networks, and expounds the value of the combination of DL and
wireless … and wireless transmission in wireless communication networks (corresponding to CR, …

Deep learning for physical-layer 5G wireless techniques: Opportunities, challenges and solutions

H Huang, S Guo, G Gui, Z Yang, J Zhang… - … Communications, 2019 - ieeexplore.ieee.org
… However, we wonder whether there are models for deep learning-based wireless
communication; we believe that general models would facilitate the implementation of such …