Bhadauria S (2020)
Publication Language: English
Publication Type: Other publication type, White Paper
Publication year: 2020
City/Town: This white paper has been written by an international expert group, led by the Finnish 6G Flagship program at the University of Oulu, within a series of twelve 6G white papers to be published in their final format in 2020.
URI: https://www.6gchannel.com/items/6g-white-paper-machine-learning/
This white paper discusses various topics, advances,
and projections regarding machine learning (ML) in
wireless communications. Sixth generation (6G) wireless
communications networks will be the backbone of
the digital transformation of societies by providing ubiquitous,
reliable, and near-instant wireless connectivity for
humans and machines. Recent advances in ML research
have enabled a wide range of novel technologies such as
self-driving vehicles and voice assistants. Such innovation
is made possible by the availability of advanced ML
models, large datasets, and high computational power.
In addition, the ever-increasing demand for connectivity
will require even more extensive innovation in 6G wireless
networks. Consequently, ML tools will play a major
role in solving the new problems in the wireless domain.
In this paper, we offer a vision of how ML will impact wireless
communications systems. We first provide an overview
of the ML methods that have the highest potential
to be used in wireless networks. We then discuss the
problems that can be solved by using ML in various layers
of the network such as the physical, medium-access,
and application layers. Zero-touch optimization of wireless
networks using ML is another interesting aspect discussed
in this paper. Finally, at the end of each section, a
set of important future research questions is presented.
APA:
Bhadauria, S. (2020). White Paper on Machine Learning in 6G Wireless Communication Networks. This white paper has been written by an international expert group, led by the Finnish 6G Flagship program at the University of Oulu, within a series of twelve 6G white papers to be published in their final format in 2020..
MLA:
Bhadauria, Shubhangi. White Paper on Machine Learning in 6G Wireless Communication Networks. This white paper has been written by an international expert group, led by the Finnish 6G Flagship program at the University of Oulu, within a series of twelve 6G white papers to be published in their final format in 2020., 2020.
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