Time-sensitive mobile user association and SFC placement in MEC-enabled 5G networks

R Behravesh, D Harutyunyan… - … on Network and …, 2021 - ieeexplore.ieee.org
The ongoing roll-out of 5G networks paves the way for many fascinating applications such
as virtual reality (VR), augmented reality (AR), and autonomous driving. Moreover, 5G …

Joint optimization of base station activation and user association in ultra dense networks under traffic uncertainty

W Teng, M Sheng, X Chu, K Guo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In ultra-dense networks (UDNs), the dense deployment of base stations (BSs) is facing
challenges due to the pronounced unbalanced traffic loads, severe inter-cell interference …

[HTML][HTML] Distributed user-to-multiple access points association through deep learning for beyond 5G

THL Dinh, M Kaneko, K Wakao, K Kawamura… - Computer Networks, 2021 - Elsevier
Future wireless networks will be facing unprecedented difficulties arising from mobile traffic
growth, network densification, as well as diversification of applications and services. Indeed …

Load balancing and user association based on historical data

Y Zhang, K Sun, X Gao, W Huang… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
With the rapid increase of demand on mobile data traffic of user equipment (UE), network
operators have begun to deploy abundant heterogeneous base stations (BSs) to ensure the …

Fast and accurate edge resource scaling for 5G/6G networks with distributed deep neural networks

T Giannakas, T Spyropoulos… - 2022 IEEE 23rd …, 2022 - ieeexplore.ieee.org
Network slicing has been proposed as a paradigm for 5G+ networks. The operators slice
physical resources from the edge, all the way to datacenter, and are responsible to …

Probabilistic stability of traffic load balancing on wireless complex networks

G Moutsinas, W Guo - IEEE Systems Journal, 2019 - ieeexplore.ieee.org
Load balancing between adjacent base stations (BSs) is important for balancing load
distributions and improving service provisioning. While load balancing between any given …

Joint load-driven frequency allocation and user association in dense cellular networks

B Post, S Borst - … 31st International Teletraffic Congress (ITC 31 …, 2019 - ieeexplore.ieee.org
Fuelled by the proliferation of smartphones, wireless traffic has experienced huge growth,
which will continue and exacerbate the capacity strain in cellular networks. Network …

Communication-free inter-operator interference management in shared spectrum small cell networks

C Hasan, MK Marina - IEEE Transactions on Cognitive …, 2019 - ieeexplore.ieee.org
Emergence of shared spectrum, such as the 3.5-GHz citizen broadband radio service
(CBRS) band in the US, promises to broaden the mobile operator ecosystem and lead to …

Blind optimal user association in small-cell networks

LE Chatzieleftheriou, A Destounis… - … -IEEE Conference on …, 2021 - ieeexplore.ieee.org
We learn optimal user association policies for traffic from different locations to Access Points
(APs), in the presence of unknown dynamic traffic demand. We aim at minimizing a broad …

Problem-Adapted Artificial Intelligence for Online Network Optimization

S Vassilaras, L Vigneri, N Liakopoulos… - arXiv preprint arXiv …, 2018 - arxiv.org
Future 5G wireless networks will rely on agile and automated network management, where
the usage of diverse resources must be jointly optimized with surgical accuracy. A number of …