[HTML][HTML] Deep reinforcement learning for resource management on network slicing: A survey
JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
AI-based resource allocation in end-to-end network slicing under demand and CSI uncertainties
Network slicing (NwS) is one of the main technologies in the fifth-generation of mobile
communication and beyond (5G+). One of the important challenges in the NwS is …
communication and beyond (5G+). One of the important challenges in the NwS is …
Optimal virtual network function deployment for 5G network slicing in a hybrid cloud infrastructure
Network virtualization is a key enabler for 5G systems to support the expected use cases of
vertical markets. In this context, we study the joint optimal deployment of Virtual Network …
vertical markets. In this context, we study the joint optimal deployment of Virtual Network …
Ensuring reliability and low cost when using a parallel VNF processing approach to embed delay-constrained slices
N Promwongsa, M Abu-Lebdeh… - … on Network and …, 2020 - ieeexplore.ieee.org
Slices were introduced in 5G to enable the co-existence of applications with different
requirements on a single infrastructure. Slices may be delay-constrained for mission-critical …
requirements on a single infrastructure. Slices may be delay-constrained for mission-critical …
Optimal network slicing for service-oriented networks with flexible routing and guaranteed E2E latency
Network function virtualization is a promising technology to simultaneously support multiple
services with diverse characteristics and requirements in the 5G and beyond networks. In …
services with diverse characteristics and requirements in the 5G and beyond networks. In …
Slice-based service function chain embedding for end-to-end network slice deployment
This paper investigates the slice-based service function chain embedding (SBSFCE)
problem, which is to embed the service function chains (SFCs) of flows from different slices …
problem, which is to embed the service function chains (SFCs) of flows from different slices …
Online admission control and resource allocation in network slicing under demand uncertainties
One of the most important aspects of moving forward to the next generation networks like
5G/6G, is to enable network slicing in an efficient manner. The most challenging issues are …
5G/6G, is to enable network slicing in an efficient manner. The most challenging issues are …
Joint Network Slicing, Routing, and In-Network Computing for Energy-Efficient 6G
To address the evolving landscape of next-generation mobile networks, characterized by an
increasing number of connected users, surging traffic demands, and the continuous …
increasing number of connected users, surging traffic demands, and the continuous …
An efficient linear programming rounding-and-refinement algorithm for large-scale network slicing problem
In this paper, we consider the network slicing problem which attempts to map multiple
customized virtual network requests (also called services) to a common shared network …
customized virtual network requests (also called services) to a common shared network …
A Meta-Learning Based Resource Allocation Algorithm in Vehicular Edge Computing Networks
W Mo, L Zhuang, Z Xu, Y Song - 2024 IEEE 3rd International …, 2024 - ieeexplore.ieee.org
With the rapid development of intelligent transportation systems, in-vehicle edge computing
networks serve as key infrastructures to provide strong support for vehicle communication …
networks serve as key infrastructures to provide strong support for vehicle communication …