Deep learning for wireless physical layer: Opportunities and challenges

T Wang, CK Wen, H Wang, F Gao… - … Communications, 2017 - ieeexplore.ieee.org
… This paper aims to provide an overview of these recent studies that focus on the physical
layer. We also aim to highlight the potentials and challenges of the DL-based communication

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 …

An introduction to deep learning for the physical layer

T O'shea, J Hoydis - … on Cognitive Communications and …, 2017 - ieeexplore.ieee.org
… of deep learning (DL) for the physical layer. By interpreting a communications system as
an autoencoder, we develop a fundamental new way to think about communications 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
… for several important deep learning-based communication methods are presented … deep
learning-based wireless physical layer frameworks will bring a new direction in communication

Physical layer communication via deep learning

H Kim, S Oh, P Viswanath - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
… is the utilization of recent advances in deep learning, but being mindful that training such
models poses several challenges distinct to communication systems. The exponential size of …

Model-driven deep learning for physical layer communications

H He, S Jin, CK Wen, F Gao, GY Li… - … Communications, 2019 - ieeexplore.ieee.org
communication devices. By contrast, model-driven DL approaches combine communication
… -driven DL approaches in physical layer communications, including transmission schemes, …

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

S Liu, T Wang, S Wang - Digital Communications and Networks, 2021 - Elsevier
communications. In this article, we provide a literature review on the applications of DL in the
physical layer. First… Subsequently, we discuss recent DL-based physical layer technologies, …

DeepReceiver: A deep learning-based intelligent receiver for wireless communications in the physical layer

S Zheng, S Chen, X Yang - … on Cognitive Communications and …, 2020 - ieeexplore.ieee.org
… of the traditional physical layer receiver, in this paper, we introduce the deep learning (DL) …
natural language and other fields to the design of communication receiver. The reason why …

Deep learning techniques for advancing 6G communications in the physical layer

S Zhang, J Liu, TK Rodrigues… - … Wireless Communications, 2021 - ieeexplore.ieee.org
… systems design problem from the bottom to top layers. … tion of DL techniques in communication
systems is still in its … in future 6G communications in the physical layer, we give some …

Two applications of deep learning in the physical layer of communication systems

E Björnson, P Giselsson - arXiv preprint arXiv:2001.03350, 2020 - arxiv.org
… right problems to tackle with deep learning and, even then, … problems in the physical layer
of communication systems that … properties of artificial neural networks and deep learning. The …