Survey on Machine Learning-Enabled Network Slicing: Covering the Entire Life Cycle
A Donatti, SL Correa, JSB Martins… - … on Network and …, 2023 - ieeexplore.ieee.org
Network slicing (NS) is becoming an essential element of service management and
orchestration in communication networks, starting from mobile cellular networks and …
orchestration in communication networks, starting from mobile cellular networks and …
On the specialization of fdrl agents for scalable and distributed 6g ran slicing orchestration
Network slicing enables multiple virtual networks to be instantiated and customized to meet
heterogeneous use case requirements over 5G and beyond network deployments …
heterogeneous use case requirements over 5G and beyond network deployments …
Applications of machine learning in resource management for RAN-slicing in 5G and beyond networks: A survey
One of the key foundations of 5th Generation (5G) and beyond 5G (B5G) networks is
network slicing, in which the network is partitioned into several separated logical networks …
network slicing, in which the network is partitioned into several separated logical networks …
A stochastic network calculus (snc)-based model for planning b5g urllc ran slices
O Adamuz-Hinojosa, V Sciancalepore… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Radio Access Network (RAN) slicing involves several challenges. In particular, the Mobile
Network Operator (MNO) must ensure—before deploying each slice—that corresponding …
Network Operator (MNO) must ensure—before deploying each slice—that corresponding …
On the design of a network digital twin for the radio access network in 5g and beyond
A Network Digital Twin (NDT) is a high-fidelity digital mirror of a real network. Given the
increasing complexity of 5G and beyond networks, the use of an NDT becomes useful as a …
increasing complexity of 5G and beyond networks, the use of an NDT becomes useful as a …
Towards reliability-enhanced, delay-guaranteed dynamic network slicing: A multi-agent DQN approach with an action space reduction strategy
W Wang, L Tang, T Liu, X He, C Liang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Network availability and service continuity are major concerns for network operators to
provide reliable communication services for Internet of Things (IoT), which are particularly …
provide reliable communication services for Internet of Things (IoT), which are particularly …
Two-Tier Resource Allocation for Multitenant Network Slicing: A Federated Deep Reinforcement Learning Approach
R Ou, G Sun, D Ayepah-Mensah… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Fifth-generation (5G) wireless networks enable gigabit-per-second data speeds, minimal
latency, and reliable Internet of Things (IoT) connectivity. Thus, network slicing (NS) has …
latency, and reliable Internet of Things (IoT) connectivity. Thus, network slicing (NS) has …
A deep q-network-based algorithm for multi-connectivity optimization in heterogeneous cellular-networks
JJ Hernández-Carlón, J Pérez-Romero, O Sallent… - Sensors, 2022 - mdpi.com
The use of multi-connectivity has become a useful tool to manage the traffic in
heterogeneous cellular network deployments, since it allows a device to be simultaneously …
heterogeneous cellular network deployments, since it allows a device to be simultaneously …
Resource orchestration in network slicing using GAN-based distributional deep Q-network for industrial applications
Abstract The Industrial Internet of Things (IIoT) is an emerging and promising concept that
allows intelligent manufacturing through the connectivity of 5G/6G and the interaction of …
allows intelligent manufacturing through the connectivity of 5G/6G and the interaction of …
End-to-end network slicing for edge computing optimization
User-centric services proliferated by the smart devices is getting more demanding and
characteristically diversified. Fall-risk assessment, augmented reality and similar services …
characteristically diversified. Fall-risk assessment, augmented reality and similar services …