Deep reinforcement learning for resource management in network slicing

R Li, Z Zhao, Q Sun, I Chih-Lin, C Yang, X Chen… - IEEE …, 2018 - ieeexplore.ieee.org
resource management for network slicing scenarios, which include radio resource slicing and
priority-based core network slicing, and … DRL in network slicing from a general perspective. …

Network slicing based 5G and future mobile networks: Mobility, resource management, and challenges

H Zhang, N Liu, X Chu, K Long… - IEEE …, 2017 - ieeexplore.ieee.org
… mobility management mechanism under network slicing for customized service scenarios.
There are two main procedures in mobility management: location registration and handover …

Reinforcement learning based resource management for network slicing

Y Kim, S Kim, H Lim - Applied Sciences, 2019 - mdpi.com
… to fluctuations in the network demand. To address this issue, we introduce a resource
management system for network slicing and propose a dynamic resource adjustment algorithm …

Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
… effective resource managementresources in NSL using, for instance, different heuristics
[15,16,17] and genetic algorithms [18], this paper surveys network slicing resource management

Machine learning for network slicing resource management: A comprehensive survey

B Han, HD Schotten - arXiv preprint arXiv:2001.07974, 2020 - arxiv.org
… -tenancy business case where network slices are provided as a … resource management in
network slicing, namely the slice admission control and the cross-slice resource management, …

On radio access network slicing from a radio resource management perspective

O Sallent, J Perez-Romero, R Ferrus… - IEEE Wireless …, 2017 - ieeexplore.ieee.org
… of network slicing will be one of the pillars for building the 5G ecosystem. Network slicing
consists of exposing a common network … logical networks, referred to as network slices. Each …

An efficient resource management mechanism for network slicing in a LTE network

ASD Alfoudi, SHS Newaz, A Otebolaku, GM Lee… - IEEE …, 2019 - ieeexplore.ieee.org
resource allocation is fairly shared among users in a slice. In this paper, we propose a Network
Slicing Resource Management (… the required resources for each slice in an LTE network, …

Resource sharing efficiency in network slicing

C Marquez, M Gramaglia, M Fiore… - … Management, 2019 - ieeexplore.ieee.org
… of network slicing architectures, their dimensioning, and their interplay with resource management
… efficiency of network slicing in terms of resource management at network level l, under …

A resource allocation framework for network slicing

M Leconte, GS Paschos… - IEEE INFOCOM 2018 …, 2018 - ieeexplore.ieee.org
network slice resource allocation problem based on a tunable utility function subject to the
network’s … is discussed in the Internet draft for VNF chaining resource management [20] and is …

Multi-agent reinforcement learning-based resource management for end-to-end network slicing

Y Kim, H Lim - IEEE Access, 2021 - ieeexplore.ieee.org
network slicing, the purpose of this paper is to address the resource allocation problem of
end-to-end network slicing in … of network slices. Several studies have been paying attention to …