Deep learning era for future 6G wireless communicationstheory, applications, and challenges

SKB Sangeetha, R Dhaya - … for wireless communication and …, 2022 - Wiley Online Library
… significantly to wireless communication that would allow 6G in … profound learning customized
for 6G wireless communication … itate the 6G wireless networks driven by profound learning. …

A survey on deep learning for ultra-reliable and low-latency communications challenges on 6G wireless systems

A Salh, L Audah, NSM Shah, A Alhammadi… - IEEE …, 2021 - ieeexplore.ieee.org
… that offers a new application for the future of 6G wireless communication and network
architecture. It enables ultra-reliable and low latency communication (URLLC) enhancing …

Twelve scientific challenges for 6G: Rethinking the foundations of communications theory

M Chafii, L Bariah, S Muhaidat… - IEEE Communications …, 2023 - ieeexplore.ieee.org
deep into the fundamentals of wireless communications systems and identify the roots of the
highlighted challenges anticipated to be experienced in future wirelessmachine learning

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
… development and era demand are mutually reinforcing, so are TL technology and 6G era. …
TL is hailed as the leading technology for the next generation machine learning (ML), which …

Deep learning-aided 6G wireless networks: A comprehensive survey of revolutionary PHY architectures

B Ozpoyraz, AT Dogukan, Y Gevez… - … the Communications …, 2022 - ieeexplore.ieee.org
… for next-generation wireless communications. Therefore, recent … over the years for challenging
tasks such as computer vision, … article with Section VII by providing our future perspectives. …

Machine Learning Empowered Emerging Wireless Networks in 6G: Recent Advancements, Challenges & Future Trends

HMF Noman, E Hanafi, KA Noordin, K Dimyati… - IEEE …, 2023 - ieeexplore.ieee.org
… Addressing the network optimization problems in wireless communication is essential in
6G networks. ML-enabled crosslayer network optimization and resource management have …

6G and beyond: The future of wireless communications systems

IF Akyildiz, A Kak, S Nie - IEEE access, 2020 - ieeexplore.ieee.org
… The evolution from 5G to 6G wireless systems [1]. challenges, and we posit that ongoing …
-satellite links, we have proposed a deep neural network-based resource allocation strategy to …

6G wireless communication systems: Applications, requirements, technologies, challenges, and research directions

MZ Chowdhury, M Shahjalal, S Ahmed… - … of the Communications …, 2020 - ieeexplore.ieee.org
… the vision of future 6G wireless communication and its network … Recent progress makes it
possible to apply machine learning … with machine learning will boost the evolution of AI in 6G to …

6G wireless communications networks: A comprehensive survey

M Alsabah, MA Naser, BM Mahmmod… - Ieee …, 2021 - ieeexplore.ieee.org
… Furthermore, we expect to move to an ultra era with future 6G … quantum communication and
machine learning in future 6G … shortage challenges in RF-based wireless communications […

Communications in the 6G era

H Viswanathan, PE Mogensen - IEEE access, 2020 - ieeexplore.ieee.org
… AI and ML techniques, especially deep learning, have rapidly … mainstream 6G technology,
since radio communications will … 6G, we expect the network to perform various sensing tasks