Nine Challenges in Artificial Intelligence and Wireless Communications for 6G

被引：62

作者：

Tong, Wen ^{[1
]}

Li, Geoffrey Ye ^{[2
]}

机构：

[1] Huawei Technol, Markham, ON, Canada

[2] Imperial Coll London, London, England

来源：

IEEE WIRELESS COMMUNICATIONS | 2022年 / 29卷 / 04期

关键词：

Artificial intelligence; Biological neural networks; Neural networks; 6G mobile communication; Deep learning; Wireless networks; Data models;

D O I：

10.1109/MWC.006.2100543

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

In recent years, artificial intelligence (AI) techniques, especially machine learning (ML), have been successfully applied in various areas, leading to a widespread belief that AI will collectively play an important role in future wireless communications. To accomplish the aspiration, we present nine challenges to be addressed by the interdisciplinary areas of AI/ML and wireless communications, with particular focus on the sixth generation (6G) wireless networks. Specifically, this article classifies the nine challenges into computation in AI, distributed neural networks and learning, and semantic communications.

引用

页码：140 / 145

页数：6

共 50 条

[41] Artificial Intelligence for Dynamical Systems in Wireless Communications: Modeling for the Future
Siljak, Harun
Macaluso, Irene
Marchetti, Nicola
IEEE SYSTEMS MAN AND CYBERNETICS MAGAZINE, 2021, 7 (04): : 13 - 23
[42] Secured 6G Communication for Consumer Electronics With Advanced Artificial Intelligence Algorithms
Selvarajan, Shitharth
Manoharan, Hariprasath
Khadidos, Adil O.
Khadidos, Alaa O.
Alshareef, Abdulrhman M.
Alsobhi, Aisha Y.
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2024, 70 (03) : 5711 - 5718
[43] Will 6G Be Semantic Communications? Opportunities and Challenges From Task Oriented and Secure Communications to Integrated Sensing
Sagduyu, Yalin E.
Erpek, Tugba
Yener, Aylin
Ulukus, Sennur
IEEE NETWORK, 2024, 38 (06): : 72 - 80
[44] Integration of Network and Artificial Intelligence toward the Beyond 5G/6G Networks
Tagami, Atsushi
Miyasaka, Takuya
Suzuki, Masaki
Sasaki, Chikara
IEICE TRANSACTIONS ON COMMUNICATIONS, 2023, E106B (12) : 1267 - 1274
[45] Advanced Deep Learning Models for 6G: Overview, Opportunities, and Challenges
Jiao, Licheng
Shao, Yilin
Sun, Long
Liu, Fang
Yang, Shuyuan
Ma, Wenping
Li, Lingling
Liu, Xu
Hou, Biao
Zhang, Xiangrong
Shang, Ronghua
Li, Yangyang
Wang, Shuang
Tang, Xu
Guo, Yuwei
IEEE ACCESS, 2024, 12 : 133245 - 133314
[46] Terabit Indoor Laser-Based Wireless Communications: Lifi 2.0 For 6G
Soltani, Mohammad Dehghani
Qidan, Ahmad Adnan
Huang, Shenjie
Yosuf, Barzan
Mohamed, Sanaa
Singh, Ravinder
Liu, Yi
Ali, Wajahat
Chen, Rui
Kazemi, Hossein
Sarbazi, Elham
Berde, Bela
Chiaroni, Dominique
Bechadergue, Bastien
Abdel-dayem, Fathi
Soni, Hardik
Tabu, Jose
Perrufel, Micheline
Serafimovski, Nikola
El-Gorashi, Taisir E. H.
Elmirghani, Jaafar
Crisp, Michael
Penty, Richard
White, Ian H.
Haas, Harald
Safari, Majid
IEEE WIRELESS COMMUNICATIONS, 2023, 30 (05) : 36 - 43
[47] Liquid Software-Based Edge Intelligence for Future 6G Networks
Yang, Tingting
Qin, Meng
Cheng, Nan
Xu, Wenchao
Zhao, Lian
IEEE NETWORK, 2022, 36 (01): : 69 - 75
[48] On Softwarization of Intelligence in 6G Networks for Ultra-Fast Optimal Policy Selection: Challenges and Opportunities
Hashima, Sherief
Fadlullah, Zubair Md
Fouda, Mostafa M.
Mohamed, Ehab Mahmoud
Hatano, Kohei
ElHalawany, Basem M.
Guizani, Mohsen
IEEE NETWORK, 2023, 37 (02): : 190 - 197
[49] Five Facets of 6G: Research Challenges and Opportunities
Shen, Li-Hsiang
Feng, Kai-Ten
Hanzo, Lajos
ACM COMPUTING SURVEYS, 2023, 55 (11)
[50] Green UAV communications for 6G: A survey
Jiang, Xu
Sheng, Min
Zhao, Nan
Xing, Chengwen
Lu, Weidang
Wang, Xianbin
CHINESE JOURNAL OF AERONAUTICS, 2022, 35 (09) : 19 - 34

← 1 2 3 4 5 →