Resource allocation in mmWave 5G IAB networks: A reinforcement learning approach based on column generation
Millimeter wave (mmWave) communications have been introduced in the 5G standardization
process due to their attractive potential to provide a huge capacity extension to traditional …
process due to their attractive potential to provide a huge capacity extension to traditional …
1 A deep reinforcement learning framework to combat dynamic blockage in mmWave V2X networks
Millimeter Wave (mmWave) systems are considered as one of the key technologies in future
wireless systems due to the abundant spectrum resources in mmWave band. With the aim of …
wireless systems due to the abundant spectrum resources in mmWave band. With the aim of …
An improved handover decision algorithm for 5G heterogeneous networks
Heterogeneous Network (HetNet) appears as one of the most potential solutions for Fifth
Generation (5G) mobile networks. It provides flexible and ubiquitous wireless connections to …
Generation (5G) mobile networks. It provides flexible and ubiquitous wireless connections to …
A Deep Reinforcement Learning-based Approach for Adaptive Handover Protocols in Mobile Networks
Due to an ever-increasing number of participants and new areas of application, the
demands on mobile communications systems are continually increasing. In order to deliver …
demands on mobile communications systems are continually increasing. In order to deliver …
Self-organizing mm wave networks: A power allocation scheme based on machine learning
R Amiri, H Mehrpouyan - 2018 11th Global symposium on …, 2018 - ieeexplore.ieee.org
Millimeter-wave (mmWave) communication is anticipated to provide significant throughout
gains in urban scenarios. To this end, network densification is a necessity to meet the high …
gains in urban scenarios. To this end, network densification is a necessity to meet the high …
Mobility Management for Small Cells in 5G Ultra-Dense Wireless Network
RQ Shaddad, WGH Al-Barakani… - … on Emerging Smart …, 2022 - ieeexplore.ieee.org
One of the most anticipated approaches to overcoming the uncertainty of millimeter wave
(mmWave) network is the deployment of ultra-dense small-cells in future fifth generation …
(mmWave) network is the deployment of ultra-dense small-cells in future fifth generation …
Double deep reinforcement learning assisted handovers in 5g and beyond cellular networks
In 5G and beyond cellular networks, the typical cell size has been reducing to provide higher
data rates and meet the low latency requirements. Such ultra-dense deployments of base …
data rates and meet the low latency requirements. Such ultra-dense deployments of base …
Power aware mobility management of M2M for IoT communications
A Ahmad, A Paul, MM Rathore… - Mobile Information …, 2015 - Wiley Online Library
Machine‐to‐Machine (M2M) communications framework is evolving to sustain faster
networks with the potential to connect millions of devices in the following years. M2M is one …
networks with the potential to connect millions of devices in the following years. M2M is one …
Multi-hop routing with proactive route refinement for 60 ghz millimeter-wave networks
C Samarathunga, M Abouelseoud… - 2021 IEEE 93rd …, 2021 - ieeexplore.ieee.org
Fundamental requirements of millimeter wave (mmWave) systems are peak data rates of
multiple Gbps and latencies of the order of at most a few milliseconds. However, highly …
multiple Gbps and latencies of the order of at most a few milliseconds. However, highly …
Efficient conditional handover algorithm in 5G with blockages using recurrent neural network
ZH Huang, YS Chen, MJ Tsai - 2023 IEEE 20th Consumer …, 2023 - ieeexplore.ieee.org
In the Third Generation Partnership Project (3GPP) specification [1], the conditional hand
over procedure is defined to reduce the hand over failures in 5G networks by early …
over procedure is defined to reduce the hand over failures in 5G networks by early …