[引用][C] Survey on Deep Learning Techniques for Wireless Communications

T Diamandis - EE 359 Final Project Stanford university, 2017

[引用][C] 基于深度学习的高铁移动通信信道预测和信号检测研究

陈中康 - 2020 - 南京: 南京邮电大学

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

S Zheng, S Chen, X Yang - IEEE Transactions on Cognitive …, 2020 - ieeexplore.ieee.org
A canonical wireless communication system consists of a transmitter and a receiver. The
information bit stream is transmitted after coding, modulation, and pulse shaping. Due to the …

基于深度学习的信道估计技术研究进展.

廖勇, 李雪, 王幕熙, 杨植景… - Telecommunication …, 2023 - search.ebscohost.com
信道估计是接收机基带信号处理的关键, 直接决定了无线通信系统的通信服务质量.
传统的信道估计方法已经不能满足日益复杂和个性化的现代通信需求, 同时人工智能技术特别是 …

A model‐driven robust deep learning wireless transceiver

S Duan, J Xiang, X Yu - IET Communications, 2021 - Wiley Online Library
Recently, deep learning (DL) has been successfully applied in computer vision and natural
language processing. The communication physical layer based on deep learning has …

[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 recent development in machine learning, especially in deep neural networks (DNN),
has enabled learning-based end-to-end communication systems, where DNNs are …

Model-driven deep learning for physical layer communications

H He, S Jin, CK Wen, F Gao, GY Li… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
Intelligent communication is gradually becoming a mainstream direction. As a major branch
of machine learning, deep learning (DL) has been applied in physical layer communications …

DeepRx: Fully convolutional deep learning receiver

M Honkala, D Korpi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Deep learning has solved many problems that are out of reach of heuristic algorithms. It has
also been successfully applied in wireless communications, even though the current radio …

基于深度学习的信道估计.

石佳琪, 金桂月, 金基宇, 樊磊 - Journal of Dalian …, 2021 - search.ebscohost.com
目前深度学习方法在物理层通信中得到了广泛的应用, 信道估计是物理层通信中的关键部分,
与传统信道估计算法相比, 深度学习方法在信道估计方面具有一定的优势 …

Overview of machine learning approaches for wireless communication

T Ensari, M Günay, Y Nalçakan… - Next-Generation Wireless …, 2019 - igi-global.com
Abstract Machine learning is one of the most popular research areas, and it is commonly
used in wireless communications and networks. Security and fast communication are among …