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 …

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 …

Redefining wireless communication for 6G: Signal processing meets deep learning with deep unfolding

A Jagannath, J Jagannath… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… the key challenges posed by the envisioned 6G communication architecture. We outline the
… -hungry deep learning (DL) approaches in the context of 6G networks. Specifically, deep

Deep learning-based end-to-end wireless communication systems with conditional GANs as unknown channels

H Ye, L Liang, GY Li, BH Juang - … on Wireless Communications, 2020 - ieeexplore.ieee.org
communication system using deep … to learn to optimize the receiver gain in decoding. This
is very much a challenge since CSI varies with time and location in wireless communications

[PDF][PDF] Deep Learning Based End-to-End Wireless Communication Systems Without Pilots.

H Ye, GY Li, BH Juang - IEEE Trans. Cogn. Commun. Netw., 2021 - ieeexplore.ieee.org
… The development of modern wireless communications has significantly improved our daily
life. A full-fledged successful communication system takes advantage of various technical …

Deep learning-driven wireless communication for edge-cloud computing: opportunities and challenges

H Wu, X Li, Y Deng - Journal of Cloud Computing, 2020 - Springer
communications. We highlight the intuitions and key technologies of deep learning-driven
wireless communication from the aspects of end-to-end communication, signal detection, …

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

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 …