A survey of networking applications applying the software defined networking concept based on machine learning
The main task of future networks is to build, as much as possible, intelligent networking
architectures for intellectualization, activation, and customization. Software-defined …
architectures for intellectualization, activation, and customization. Software-defined …
Low-latency and resource-efficient service function chaining orchestration in network function virtualization
Recently, network function virtualization (NFV) has been proposed to solve the dilemma
faced by traditional networks and to improve network performance through hardware and …
faced by traditional networks and to improve network performance through hardware and …
Machine learning for dynamic resource allocation in network function virtualization
S Schneider, NP Satheeschandran… - 2020 6th IEEE …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) proposes to replace physical middleboxes with more
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
Resource allocation with admission control for GBR and delay QoS in 5G network slices
TVK Buyakar, H Agarwal, BR Tamma… - … Systems & NETworkS …, 2020 - ieeexplore.ieee.org
Network slicing is an integral part of 5G, which supports next-generation wireless
applications over a shared network infrastructure. It paves the way to leverage the full …
applications over a shared network infrastructure. It paves the way to leverage the full …
Auto-3P: An autonomous VNF performance prediction & placement framework based on machine learning
M Bunyakitanon, AP Da Silva, X Vasilakos… - Computer Networks, 2020 - Elsevier
We propose Auto-3P, an Autonomous module for Virtual Network Functions Performance
Prediction and P lacement at network cloud and edge facilities based on Machine Learning …
Prediction and P lacement at network cloud and edge facilities based on Machine Learning …
Environment-adaptive sizing and placement of NFV service chains with accelerated reinforcement learning
M Nakanoya, Y Sato… - 2019 IFIP/IEEE symposium …, 2019 - ieeexplore.ieee.org
As network function virtualization spread, network service providers have been able to
deliver various networks flexibly and rapidly. In particular, products and services that build …
deliver various networks flexibly and rapidly. In particular, products and services that build …
Network queuing assessment: A method to detect bottlenecks in service function chaining
A Heideker, C Kamienski - IEEE Transactions on network and …, 2022 - ieeexplore.ieee.org
Virtualization and softwarization have driven the widespread adoption of the cloud
computing paradigm, with savings in CAPEX, OPEX, and environmental footprint, by …
computing paradigm, with savings in CAPEX, OPEX, and environmental footprint, by …
Tenant-defined service function chaining in a multi-site network slice
Abstract Service Function Chaining (SFC) enables dynamic and adaptive network service
provisioning. However, virtual infrastructure providers are reluctant to disclose SFC APIs and …
provisioning. However, virtual infrastructure providers are reluctant to disclose SFC APIs and …
Distributed service function chaining in NFV-enabled networks: A game-theoretic learning approach
M Alikhani, V Hakami, M Sheikhi - Journal of Computational Science, 2024 - Elsevier
In network function virtualization (NFV), Service Function Chaining (SFC) provides an
ordered sequence of virtual network functions (VNFs) and subsequent steering of traffic …
ordered sequence of virtual network functions (VNFs) and subsequent steering of traffic …
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 …