A disaggregated packet processing architecture for network function virtualization

SR Chowdhury, H Bian, T Bai… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) promises to reduce the capital and operational
expenditure for network operators by moving packet processing from purpose-built …

The softwarised network data zoo

M Peuster, S Schneider, H Karl - 2019 15th International …, 2019 - ieeexplore.ieee.org
More and more management and orchestration approaches for (software) networks are
based on machine learning paradigms and solutions. These approaches depend not only …

[HTML][HTML] Scaling migrations and replications of virtual network functions based on network traffic forecasting

F Carpio, W Bziuk, A Jukan - Computer Networks, 2022 - Elsevier
Migration and replication of virtual network functions (VNFs) are well-known mechanisms to
face dynamic resource requests in Internet Service Provider (ISP) edge networks. They are …

An in-depth survey on virtualization technologies in 6g integrated terrestrial and non-terrestrial networks

S Ammar, CP Lau, B Shihada - IEEE Open Journal of the …, 2024 - ieeexplore.ieee.org
6G networks are envisioned to deliver a large diversity of applications and meet stringent
Quality of Service (QoS) requirements. Hence, integrated Terrestrial and Non-Terrestrial …

A lightweight SFC embedding framework in SDN/NFV-enabled wireless network based on reinforcement learning

J Chen, X Cheng, J Chen, H Zhang - IEEE Systems Journal, 2021 - ieeexplore.ieee.org
Network function virtualization (NFV) is considered to be a promising paradigm for reducing
network infrastructure cost. However, the mapping from network physical resources to …

Managing virtualized networks and services with machine learning

R Boutaba, N Shahriar… - … Networks and Service …, 2021 - Wiley Online Library
Virtualization is instigating a paradigm shift in the networking industry, to keep up with
emerging application's quality of service requirements, massive growth in traffic volume, and …

QoE-aware Dynamic Resource Management in Future Softwarized and Virtualized Networks

AA Barakabitze, IH Mkwawa, A Hines, R Walshe - IEEE Access, 2023 - ieeexplore.ieee.org
With the advent of multimedia streaming services such as 4K/8K and extended reality,
managing and optimizing multimedia service delivery to end-users remains a challenge for …

An efficient reliability guaranteed deployment scheme for service function chains

NT Dinh, Y Kim - IEEE Access, 2019 - ieeexplore.ieee.org
This paper encloses an in-depth investigation of a novel cost-efficient reliability-guaranteed
deployment scheme for service function chains (SFCs) to tackle the drawbacks of the …

Machine learning-based optimal vnf deployment

S Park, HG Kim, J Hong, S Lange… - 2020 21st Asia …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) environment can deal with dynamic changes in traffic
status with appropriate deployment and scaling of Virtualized Network Function (VNF) …

A deep neural network-based multi-label classifier for SLA violation prediction in a latency sensitive NFV application

N Jalodia, M Taneja, A Davy - IEEE Open Journal of the …, 2021 - ieeexplore.ieee.org
Recent advancements in the domain of Network Function Virtualization (NFV), and rollout of
next-generation networks have necessitated the requirement for the upkeep of latency …