智能无线通信技术研究概况

梁应敞, 谭俊杰 - 通信学报, 2020 - infocomm-journal.com
近年来, 人工智能技术已被应用于无线通信领域, 以解决传统无线通信技术面对信息爆炸和万物
互联等新发展趋势所遇到的瓶颈问题. 首先介绍深度学习, 深度强化学习和联邦学习三类具有 …

Deep learning for wireless communications: An emerging interdisciplinary paradigm

L Dai, R Jiao, F Adachi, HV Poor… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
Wireless communications are envisioned to bring about dramatic changes in the future, with
a variety of emerging applications, such as virtual reality, Internet of Things, and so on …

[图书][B] Machine Learning and Deep Learning Techniques in Wireless and Mobile Networking Systems

K Suganthi, R Karthik, G Rajesh, PHC Ching - 2021 - books.google.com
This book offers the latest advances and results in the fields of Machine Learning and Deep
Learning for Wireless Communication and provides positive and critical discussions on the …

[PDF][PDF] 基于深度学习的物理层无线通信技术: 机遇与挑战

桂冠, 王禹, 黄浩 - Journal on Communication/Tongxin …, 2019 - infocomm-journal.com
对无线通信系统的高可靠性与超高容量需求促进了第五代移动通信(5G) 的发展, 然而,
随着通信系统的日益复杂, 现有的物理层无线通信技术难以满足这些高的性能需求. 目前 …

基于深度学习的无线通信接收方法研究进展与趋势

李攀攀, 谢正霞, 乐光学, 刘鑫 - 电信科学, 2022 - infocomm-journal.com
随着无线通信应用边界的不断扩展, 无线通信应用环境也日趋复杂多样, 面临射频损伤,
信道衰落, 干扰和噪声等负面影响, 给接收端恢复原始信息带来挑战. 借鉴深度学习方法在计算机 …

[图书][B] Machine learning and wireless communications

YC Eldar, A Goldsmith, D Gündüz, HV Poor - 2022 - books.google.com
How can machine learning help the design of future communication networks-and how can
future networks meet the demands of emerging machine learning applications? Discover the …

Machine learning for wireless communication: An overview

Z Cao, H Zhang, L Liang, GY Li - APSIPA Transactions on …, 2022 - nowpublishers.com
Over the past decades, machine learning techniques have demonstrated excellent
superiorities in a wide range of fields, such as computer vision, natural language …

[HTML][HTML] 基于人工智能的无线传输技术最新研究进展

张静, 金石, 温朝凯, 高飞飞, 江涛 - 电信科学, 2018 - infocomm-journal.com
智能通信被认为是5G 之后无线通信发展的主流方向之一, 其基本思想是将人工智能引入无线
通信系统的各个层面, 实现无线通信与人工智能技术的有机融合. 目前, 该方面研究正在向物理层 …

Thirty years of machine learning: The road to Pareto-optimal wireless networks

J Wang, C Jiang, H Zhang, Y Ren… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Future wireless networks have a substantial potential in terms of supporting a broad range of
complex compelling applications both in military and civilian fields, where the users are able …

Deep learning in mobile and wireless networking: A survey

C Zhang, P Patras, H Haddadi - IEEE Communications surveys …, 2019 - ieeexplore.ieee.org
The rapid uptake of mobile devices and the rising popularity of mobile applications and
services pose unprecedented demands on mobile and wireless networking infrastructure …