Comparison of machine learning techniques for VNF resource requirements prediction in NFV
The network function virtualization (NFV) is a developing architecture that uses virtualization
technology to separate software from hardware. One of the most important challenges of …
technology to separate software from hardware. One of the most important challenges of …
Estimating VNF resource requirements using machine learning techniques
Resource Management in the network function virtualization (NFV) environment is a
challenging task. The continuously varying demands of virtual network functions (VNF) call …
challenging task. The continuously varying demands of virtual network functions (VNF) call …
Application of Machine Learning and Deep Learning Algorithms in Predicting Virtual Network Functions for Network Function Virtualization
C Spandana, IV Srisurya… - 2023 14th …, 2023 - ieeexplore.ieee.org
Network functions virtualization (NFV) is a methodology that replaces hardware
middleboxes with more flexible software alternatives called virtualized network functions …
middleboxes with more flexible software alternatives called virtualized network functions …
Novel approaches for VNF requirement prediction using DNN and LSTM
Network Function Virtualization (NFV) is gaining popularity among network operators to
provide cost effective and dynamic network services. NFV enables faster service by …
provide cost effective and dynamic network services. NFV enables faster service by …
Machine learning-based method for prediction of virtual network function resource demands
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) are
paradigms that help administrators to manage dynamic networks. While SDN allows …
paradigms that help administrators to manage dynamic networks. While SDN allows …
Application of a long short term memory neural predictor with asymmetric loss function for the resource allocation in NFV network architectures
V Eramo, FG Lavacca, T Catena, PJP Salazar - Computer Networks, 2021 - Elsevier
Traffic and cloud resource prediction methodologies have been recently used in Network
Function Virtualization environment for cloud and bandwidth resource allocation purposes …
Function Virtualization environment for cloud and bandwidth resource allocation purposes …
Migration and Energy Aware Network Traffic Prediction Method Based on LSTM in NFV Environment.
Y Hu, L Zhu, J Zhang, Z Cai… - KSII Transactions on …, 2023 - search.ebscohost.com
The network function virtualization (NFV) uses virtualization technology to separate software
from hardware. One of the most important challenges of NFV is the resource management of …
from hardware. One of the most important challenges of NFV is the resource management of …
Virtualized network function consolidation based on multiple status characteristics
D Qi, S Shen, G Wang - IEEE Access, 2019 - ieeexplore.ieee.org
In network function virtualization (NFV), network function implemented in software on the
generally shared servers is called virtualized network function (VNF). The characteristics of …
generally shared servers is called virtualized network function (VNF). The characteristics of …
A deep learning approach to vnf resource prediction using correlation between vnfs
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) greatly
facilitate network service management. Specifically, these new network paradigms help …
facilitate network service management. Specifically, these new network paradigms help …
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 …
network environments has led to the proposal of solutions in which a prediction based …