Solving virtual network mapping fast by combining neural network and MCTS

C Wang, X Chen, Y Luo, G Zhang - 2021 Ninth international …, 2022 - ieeexplore.ieee.org
Virtual network embedding (VNE) focuses on how to effectively allocate the limited substrate
network resources to support more virtual network requests at the same time. Based on the …

One-stage and dual-heuristic particle swarm optimization for virtual network embedding

A Song, WN Chen, XM Hu - 2020 IEEE Congress on …, 2020 - ieeexplore.ieee.org
Virtual network embedding (VNE) is the key technology in network virtualization and has
been proven NPhard. The purpose of VNE is to find the optimal mapping of virtual nodes …

An energy-efficient VNE algorithm based on bidirectional long short-term memory

M He, L Zhuang, S Yang, Z Xu, W Li, J Lu - Journal of Network and …, 2022 - Springer
A bidirectional long short-term memory (Bi-LSTM) algorithm is proposed to resolve the
problem of energy-efficient virtual network embedding. In the VNE process, a large number …

Novel node‐ranking approach for SDN‐based virtual network embedding

C Shi, X Meng, Q Kang, X Han - Mathematical Problems in …, 2020 - Wiley Online Library
Network virtualization is considered as a key technology for the future network. The
emergence of software‐defined network (SDN) provides a platform for the research and …

[HTML][HTML] Reinforcement learning-based virtual network embedding: A comprehensive survey

HK Lim, I Ullah, YH Han, SY Kim - ICT Express, 2023 - Elsevier
Virtual network embedding plays a vital role in network virtualization, as it determines the
deployment and connection of virtual networks to the physical network in the 5G and …

Virtual Network Embedding with Virtual Nodes Ranking and Multi Points Sampling

Y Yuan, Y Yang, C Wang - … on Advanced Cloud and Big Data …, 2022 - ieeexplore.ieee.org
Network virtualization provides a flexible and dynamic way to allocate physical resources to
multiple virtual networks. Deploying virtual network requests onto the substrate network with …

Modeling on virtual network embedding using reinforcement learning

C Wang, F Zheng, G Zheng, S Peng… - Concurrency and …, 2020 - Wiley Online Library
It is well known that virtual network (VN) embedding (VNE) aims to solve how to efficiently
allocate physical resources to a VN. However, this issue has been proved to be an NP‐hard …

Multi-domain virtual network embedding algorithm based on horizontal federated learning

P Zhang, N Chen, S Li, KKR Choo… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network Virtualization (NV) is an emerging network dynamic planning technique to
overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) …

RLS-VNE: Repeatable large-scale virtual network embedding over substrate nodes

D Wang, W Zhang, S Yu, H He - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Embedding multiple virtual networks (VNs) on a shared substrate network (SN), known as
virtual network embedding (VNE), is a challenging problem in cloud platforms. VNE methods …

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 …