Joint admission control and resource allocation of virtual network embedding via hierarchical deep reinforcement learning

T Wang, L Shen, Q Fan, T Xu, T Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As an essential resource management problem in network virtualization, virtual network
embedding (VNE) aims to allocate the finite resources of physical network to sequentially …

InDS: Intelligent DRL Strategy for Effective Virtual Network Embedding of an Online Virtual Network Requests

TGK Kumar, SK Addya, SG Koolagudi - IEEE Access, 2024 - ieeexplore.ieee.org
Network virtualization is a demanding feature in the evolution of future Internet architectures.
It enables on-demand virtualized resource provision for heterogeneous Virtual Network …

FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation

T Wang, Q Fan, C Wang, L Yang, L Ding… - arXiv preprint arXiv …, 2024 - arxiv.org
Virtual network embedding (VNE) is an essential resource allocation task in network
virtualization, aiming to map virtual network requests (VNRs) onto physical infrastructure …

A continuous-decision virtual network embedding scheme relying on reinforcement learning

H Yao, S Ma, J Wang, P Zhang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Network Virtualization (NV) techniques allow multiple virtual network requests to beneficially
share resources on the same substrate network, such as node computational resources and …

DeepVNE: Deep Reinforcement and Graph Convolution Fusion for Virtual Network Embedding

KK TG, KB Aneesh, A Siddheshwar… - 2024 16th …, 2024 - ieeexplore.ieee.org
Network virtualization (NV) plays a crucial role in modern network management. One of the
fundamental challenges in NV is allocating physical network (PN) resources to the demands …

VNE-HRL: A proactive virtual network embedding algorithm based on hierarchical reinforcement learning

J Cheng, Y Wu, Y Lin, E Yuepeng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Virtual network embedding (VNE) that instantiates virtualized networks on a substrate
infrastructure, is one of the key research problems for network virtualization. Most existing …

A coordinated two-stages virtual network embedding algorithm based on reinforcement learning

C Wang, F Zheng, S Peng, Z Tian… - … on Advanced Cloud …, 2019 - ieeexplore.ieee.org
Network virtualization allows multiple heterogeneous networks to be deployed on the same
physical network. One of its main challenges is how to effectively allocate resources to the …

A node probability-based reinforcement learning framework for virtual network embedding

P Zhang, C Wang, GS Aujla… - 2020 IEEE 21st …, 2020 - ieeexplore.ieee.org
At present, the traditional heuristic method to solve the problem of virtual network
embedding (VNE) is still the mainstream. In the environment of network virtualization (NV), a …

DVNE-DRL: dynamic virtual network embedding algorithm based on deep reinforcement learning

X Xiao - Scientific Reports, 2023 - nature.com
Virtual network embedding (VNE), as the key challenge of network resource management
technology, lies in the contradiction between online embedding decision and pursuing long …

Virtual network embedding based on hierarchical cooperative multi-agent reinforcement learning

HK Lim, I Ullah, JB Kim, YH Han - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Virtual network embedding (VNE) is a promising technique enabling 5G networks to satisfy
the given requirements of each service via network virtualization (NV). For better …