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
learning based on artificial neural networks will be an indispensable tool for the design and
operation of future wireless communication … of future wireless communication networks is …

Toward an intelligent edge: Wireless communication meets machine learning

G Zhu, D Liu, Y Du, C You, J Zhang… - IEEE communications …, 2020 - ieeexplore.ieee.org
wireless communication community for the upcoming era of edge intelligence. The introduced
learning-driven communicationcommunication latency bottleneck and lead to fast edge …

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

S Liu, T Wang, S Wang - Digital Communications and Networks, 2021 - Elsevier
… machine learning and big data, has recently shown great potential in the study of wireless
communications. … limitations as the physical layer becomes particularly complex in the 5G era. …

When machine learning meets big data: A wireless communication perspective

Y Liu, S Bi, Z Shi, L Hanzo - IEEE Vehicular Technology …, 2019 - ieeexplore.ieee.org
… for modern machine-learning methods in wireless communication. By categorizing the various
… Cui, “Wireless communications in the era of big data,” IEEE Commun. Mag., vol. 53, no. …

Learning-driven wireless communications, towards 6G

MJ Piran, DY Suh - … Computing, Electronics & Communications …, 2019 - ieeexplore.ieee.org
… followings are some predicted services that will be offered by mobile phone at the 6G era. …
AI can contribute to the next generation of wireless communications. As a result, we conclude …

A New Era for Wireless Communications Physical Layer: A Data-Driven Learning-Based Approach

A Al-Baidhani - 2022 - search.proquest.com
… a learning-based-approach for the wireless communications … (AI), particularly deep learning,
to increase the PHY layer … This study will investigate why, where, and how this learning

Role of deep learning in wireless communications

W Yu, F Sohrabi, T Jiang - IEEE BITS the Information Theory …, 2022 - ieeexplore.ieee.org
… that in a wireless communication system involving a reconfigurable intelligent surface (RIS),
comprising of a larger number of reflective elements, a machine-learning approach that …

6G white paper on machine learning in wireless communication networks

S Ali, W Saad, N Rajatheva, K Chang… - arXiv preprint arXiv …, 2020 - arxiv.org
… research in deep learning being heavily used in wireless communications problems; though
there is a well-known concern regarding the sensitivity of deep learning based approaches …

Machine learning for 5G and beyond: From model-based to data-driven mobile wireless networks

T Wang, S Wang, ZH Zhou - China Communications, 2019 - ieeexplore.ieee.org
… In 5G era, three major use scenarios are considered, … decades, mobile wireless
communications have experienced … the development of mobile wireless communications while it …

Transfer learning promotes 6G wireless communications: Recent advances and future challenges

M Wang, Y Lin, Q Tian, G Si - IEEE Transactions on Reliability, 2021 - ieeexplore.ieee.org
wireless communication fields, such as base stations/access points switching, indoor
wireless localization and intrusion detection in wireless … 4) Technology development and era