Joint optimization of handover control and power allocation based on multi-agent deep reinforcement learning
D Guo, L Tang, X Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, we study the handover (HO), and power allocation problem in a two-tier
heterogeneous network (HetNet), which consists of a macro base station, and some …
heterogeneous network (HetNet), which consists of a macro base station, and some …
Programmable and customized intelligence for traffic steering in 5g networks using open ran architectures
5G and beyond mobile networks will support heterogeneous use cases at an
unprecedented scale, thus demanding automated control and optimization of network …
unprecedented scale, thus demanding automated control and optimization of network …
[HTML][HTML] Knowledge-defined networking: Applications, challenges and future work
Future 6G wireless communication systems are expected to feature intelligence and
automation. Knowledge-defined networking (KDN) is an evolutionary step toward …
automation. Knowledge-defined networking (KDN) is an evolutionary step toward …
A literature survey on AI-aided beamforming and beam management for 5G and 6G systems
DS Brilhante, JC Manjarres, R Moreira… - Sensors, 2023 - mdpi.com
Modern wireless communication systems rely heavily on multiple antennas and their
corresponding signal processing to achieve optimal performance. As 5G and 6G networks …
corresponding signal processing to achieve optimal performance. As 5G and 6G networks …
A survey of machine learning applications to handover management in 5G and beyond
Handover (HO) is one of the key aspects of next-generation (NG) cellular communication
networks that need to be properly managed since it poses multiple threats to quality-of …
networks that need to be properly managed since it poses multiple threats to quality-of …
[HTML][HTML] Inventory management of new products in retailers using model-based deep reinforcement learning
This study addresses the optimal inventory management problem for new smartphone
products as an effective example of a supply chain with a short product life cycle. The …
products as an effective example of a supply chain with a short product life cycle. The …
Target Tracking Area Selection and Handover Security in Cellular Networks: A Machine Learning Approach
VO Nyangaresi - Proceedings of Third International Conference on …, 2023 - Springer
Abstract The 3rd Generation Partnership Project (3GPP) has specified the 5G Authentication
and Key Agreement (5G AKA) protocol for handover authentication. However, this protocol is …
and Key Agreement (5G AKA) protocol for handover authentication. However, this protocol is …
AI and ML–Enablers for beyond 5G Networks
This white paper on AI/ML as enablers of 5G and B5G networks is based on contributions
from 5G PPP projects that research, implement and validate 5G and B5G network systems …
from 5G PPP projects that research, implement and validate 5G and B5G network systems …
Adaptive handover decision using fuzzy logic for 5G ultra-dense networks
WS Hwang, TY Cheng, YJ Wu, MH Cheng - Electronics, 2022 - mdpi.com
With the explosive increase in traffic volume in fifth-generation (5G) mobile wireless
networks, an ultra-dense network (UDN) architecture, composed of highly concentrated …
networks, an ultra-dense network (UDN) architecture, composed of highly concentrated …
Mobility management in 5G and beyond: a novel smart handover with adaptive Time-to-trigger and hysteresis margin
R Karmakar, G Kaddoum… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The 5th Generation (5G) New Radio (NR) and beyond technologies will support enhanced
mobile broadband, very low latency communications, and huge numbers of mobile devices …
mobile broadband, very low latency communications, and huge numbers of mobile devices …