Multiagent deep-reinforcement-learning-based virtual resource allocation through network function virtualization in Internet of Things

HA Shah, L Zhao - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
Resource allocation is a significant task in the emerging area of Internet of Things (IoT). IoT
devices are usually low-cost devices with limited computational power and capabilities for …

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 …

Virtual network function scheduling: A matching game approach

C Pham, NH Tran, CS Hong - IEEE Communications Letters, 2017 - ieeexplore.ieee.org
Network function virtualization is a promising technique for telecom providers to efficiently
manage network services at low cost. However, existing works mainly focus on resource …

Virtual network function migration based on dynamic resource requirements prediction

L Tang, X He, P Zhao, G Zhao, Y Zhou, Q Chen - IEEE Access, 2019 - ieeexplore.ieee.org
Network function virtualization (NFV) enables flexible deployment of virtual network function
(VNF) in 5G mobile communication network. Due to the inherent dynamics of network flows …

vSPACE: VNF simultaneous placement, admission control and embedding

MAT Nejad, S Parsaeefard… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
In future wireless networks, network functions virtualization lays the foundations for
establishing a new dynamic resource management framework to efficiently utilize network …

Virtual network embedding based on the degree and clustering coefficient information

P Zhang, H Yao, Y Liu - IEEE Access, 2016 - ieeexplore.ieee.org
The issue of virtual network (VN) embedding constitutes an important aspect of network
virtualization, which is considered to be one of the most crucial techniques to overcome the …

An opportunistic resource sharing and topology-aware mapping framework for virtual networks

S Zhang, Z Qian, J Wu, S Lu - 2012 Proceedings IEEE …, 2012 - ieeexplore.ieee.org
Network virtualization provides a promising way to overcome Internet ossification. A major
challenge is virtual network mapping, ie, how to embed multiple virtual network requests …

Fair virtual network function mapping and scheduling using proximal policy optimization

Z Kuai, T Wang, S Wang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network function virtualization redefines a network service as a softwarized chain of virtual
network functions (VNFs), which decouples the specific network service from dedicated …

Virtual network embedding through topology-aware node ranking

X Cheng, S Su, Z Zhang, H Wang, F Yang… - ACM SIGCOMM …, 2011 - dl.acm.org
Virtualizing and sharing networked resources have become a growing trend that reshapes
the computing and networking architectures. Embedding multiple virtual networks (VNs) on …

[HTML][HTML] Proposal and investigation of an artificial intelligence (Ai)-based cloud resource allocation algorithm in network function virtualization architectures

V Eramo, FG Lavacca, T Catena, PJ Perez Salazar - Future Internet, 2020 - mdpi.com
The high time needed to reconfigure cloud resources in Network Function Virtualization
network environments has led to the proposal of solutions in which a prediction based …