Energy-efficient ultra-dense network using LSTM-based deep neural networks

S Kim, J Son, B Shim - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
As a means to achieve thousand-fold throughput improvements of future wireless
communications, ultra-dense network (UDN) where a large number of small cells are …

Energy-efficient ultra-dense network with deep reinforcement learning

H Ju, S Kim, Y Kim, B Shim - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
With the explosive growth in mobile data traffic, ultra-dense network (UDN) where a large
number of small cells are densely deployed on top of macro cells has received a great deal …

Deep learning-based network-wide energy efficiency optimization in ultra-dense small cell networks

W Lee, H Lee, HH Choi - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
In ultra-dense small cell networks (UDSCNs), where a significant number of small cell base
stations (SBSs) coexist, the amount of power consumed at the SBSs can be extremely high …

Energy and spectrum efficient cell switch-off with channel and power allocation in ultra-dense networks: A deep reinforcement learning approach

Z Rezaei, BS Ghahfarokhi - Computer Networks, 2023 - Elsevier
The high density of small cells in the Ultra-Dense Network (UDN) has increased the capacity
and the coverage of Fifth Generation (5G) cellular networks. However, with increasing the …

Using reinforcement learning to reduce energy consumption of ultra-dense networks with 5G use cases requirements

S Malta, P Pinto, M Fernández-Veiga - IEEE Access, 2023 - ieeexplore.ieee.org
In mobile networks, 5G Ultra-Dense Networks (UDNs) have emerged as they effectively
increase the network capacity due to cell splitting and densification. A Base Station (BS) is a …

Ultra-dense hetnets meet big data: Green frameworks, techniques, and approaches

Y Li, Y Zhang, K Luo, T Jiang, Z Li… - IEEE Communications …, 2018 - ieeexplore.ieee.org
Ultra-dense heterogeneous networks (Ud-HetNets) have been put forward to improve the
network capacity for next-generation wireless networks. However, counter to the 5G vision …

Combination of ultra-dense networks and other 5G enabling technologies: A survey

MA Adedoyin, OE Falowo - IEEE Access, 2020 - ieeexplore.ieee.org
Recently, to address the astonishing capacity requirement of 5G, researchers are
investigating the possibility of combining different technologies with ultra-dense networks …

Energy-efficient user association in mmWave/THz ultra-dense network via multi-agent deep reinforcement learning

J Moon, S Kim, H Ju, B Shim - IEEE Transactions on Green …, 2023 - ieeexplore.ieee.org
As a key enabler for 5G and 6G wireless communications, millimeter-wave (mmWave) and
terahertz (THz) ultra-dense network (UDN) has received a great deal of attention recently …

A super base station architecture for future ultra-dense cellular networks: Toward low latency and high energy efficiency

M Gao, J Li, DNK Jayakody, H Chen… - IEEE Communications …, 2018 - ieeexplore.ieee.org
To meet the explosive growth of mobile data traffic, ultra-dense networks have emerged to
enhance spatial and spectral efficiency. Densely deployed small cell architecture faces …

On the fundamental characteristics of ultra-dense small cell networks

M Ding, D Lopez-Perez, H Claussen… - IEEE Network, 2018 - ieeexplore.ieee.org
In order to cope with the forecasted 1000× increase in wireless capacity demands by 2030,
network operators will aggressively densify their network infrastructure to reuse the spectrum …