A survey of online data-driven proactive 5G network optimisation using machine learning
In the fifth-generation (5G) mobile networks, proactive network optimisation plays an
important role in meeting the exponential traffic growth, more stringent service requirements …
important role in meeting the exponential traffic growth, more stringent service requirements …
From classical to quantum machine learning: Survey on routing optimization in 6G software defined networking
O Bouchmal, B Cimoli, R Stabile… - Frontiers in …, 2023 - frontiersin.org
The sixth generation (6G) of mobile networks will adopt on-demand self-reconfiguration to
fulfill simultaneously stringent key performance indicators and overall optimization of usage …
fulfill simultaneously stringent key performance indicators and overall optimization of usage …
[PDF][PDF] Empowering the future 5G networks: an AI based approach
A CB, P Sharma - Telecom Business Review, 2017 - academia.edu
The next telecommunications standard, 5G, envisions that the future networks will support
advanced use cases, such as Internet of things while supporting voluminous simultaneous …
advanced use cases, such as Internet of things while supporting voluminous simultaneous …
AI-assisted E2E Network Slicing for Integrated Sensing and Communication in 6G Networks
MA Hossain, A Xiang, A Kiani… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
In the realm of modern wireless networks, the integration of wireless sensing and
communication systems is pivotal, especially in the context of the forthcoming 6G Internet of …
communication systems is pivotal, especially in the context of the forthcoming 6G Internet of …
[图书][B] White Paper on Machine Learning in 6G Wireless Communication Networks: 6G Research Visions, No. 7, 2020
This white paper discusses various topics, advances, and projections regarding machine
learning (ML) in wireless communications. Sixth generation (6G) wireless communications …
learning (ML) in wireless communications. Sixth generation (6G) wireless communications …
Machine learning for physical layer in 5G and beyond wireless networks: A survey
Fifth-generation (5G) technology will play a vital role in future wireless networks. The
breakthrough 5G technology will unleash a massive Internet of Everything (IoE), where …
breakthrough 5G technology will unleash a massive Internet of Everything (IoE), where …
Toward reinforcement-learning-based service deployment of 5G mobile edge computing with request-aware scheduling
5G wireless network technology will not only significantly increase bandwidth but also
introduce new features such as mMTC and URLLC. However, high request latency will …
introduce new features such as mMTC and URLLC. However, high request latency will …
AI empowered resource management for future wireless networks
Resource management plays a pivotal role in wireless networks, which, unfortunately, leads
to challenging NP-hard problems. Artificial Intelligence (AI), especially deep learning …
to challenging NP-hard problems. Artificial Intelligence (AI), especially deep learning …
Deep learning meets wireless network optimization: Identify critical links
With the superior capability of discovering intricate structure of large data sets, deep learning
has been widely applied in various areas including wireless networking. While existing deep …
has been widely applied in various areas including wireless networking. While existing deep …
Deep reinforcement learning for mobile 5G and beyond: Fundamentals, applications, and challenges
Future-generation wireless networks (5G and beyond) must accommodate surging growth in
mobile data traffic and support an increasingly high density of mobile users involving a …
mobile data traffic and support an increasingly high density of mobile users involving a …