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 … We summarize the application of DL technology in spectrum management, edge side …

Deep learning for wireless communications: An emerging interdisciplinary paradigm

L Dai, R Jiao, F Adachi, HV Poor… - … Communications, 2020 - ieeexplore.ieee.org
… a new design paradigm for wireless transmission systems by introducing [8]. Furthermore,
we demonstrate based on [9] that the expert knowledge from wireless transmission can in turn …

[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
… is designed under the conventional communication framework, such as orthogonal … we
propose a deep learning based end-to-end communication system for general wireless channels, …

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

A Jagannath, J Jagannath… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… into machine learning frameworks holds the key to future embedded intelligent
communication systems. Applying traditional signal processing and deep learning approaches …

Deep learning for wireless communications

T Erpek, TJ O'Shea, YE Sagduyu, Y Shi… - … of Deep Learning …, 2020 - Springer
… how deep learning applies to wireless communication security. In this context, adversarial
machine learning … to gain new insights on how to attack wireless communication systems more …

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

H Wu, X Li, Y Deng - Journal of Cloud Computing, 2020 - Springer
… intuitions and key technologies of deep learning-driven wireless communication from the …
networking domain, and greatly improve the performance of wireless communication systems. …

A deep learning-based intelligent receiver for improving the reliability of the MIMO wireless communication system

B Wang, K Xu, S Zheng, H Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… , and then, gives the basic knowledge of deep learning technology and CNN models … deep
learning technology was applied to the design of the MIMO wireless communication system

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
communication systems, and their potential for optimizing wireless communications has …
whether there are models for deep learning-based wireless communication; we believe 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
… forth the need for deep learning in communication systems. Moreover, recent technological
… make deep learning a viable technology for application to future communication networks. …