An application awareness framework based on SDN and machine learning: Defining the roadmap and challenges

HZ Jahromi, DT Delaney - 2018 10th international conference …, 2018 - ieeexplore.ieee.org
Software Defined Networking (SDN) has presented a unique networking paradigm to
develop network innovations and address the issues discovered by distributed network …

Towards application-aware networking: ML-based end-to-end application KPI/QoE metrics characterization in SDN

HZ Jahromi, A Hines… - 2018 Tenth International …, 2018 - ieeexplore.ieee.org
Software Defined Networking (SDN) presents a unique networking paradigm that facilitates
the development of network innovations. This paper aims to improve application awareness …

ML-based performance prediction of SDN using simulated data from real and synthetic networks

K Dietz, N Gray, M Seufert… - NOMS 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
With increasing digitization and the emergence of the Internet of Things, more and more
devices communicate with each other, resulting in a drastic growth of communication …

Osdf: An intent-based software defined network programming framework

D Comer, A Rastegatnia - 2018 IEEE 43rd Conference on …, 2018 - ieeexplore.ieee.org
Software Defined Networking (SDN) offers flexibility to program a network based on a set of
network requirements. Programming the networks using SDN is not completely straight …

QoE oriented cognitive network based on machine learning and SDN

L Wang, DT Delaney - 2019 IEEE 11th International …, 2019 - ieeexplore.ieee.org
With the aim of improving application Quality of Experience (QoE), this paper presents a
framework for a QoE oriented cognitive network that enables the implementation of a …

Network Traffic Classification using Machine Learning for Software Defined Networks

M Perera, K Piamrat, S Hamma - Journées non thématiques GDR-RSD …, 2020 - hal.science
The recent development in industry automation and connected devices made a huge
demand for network resources. Traditional Networks are becoming less effective to handle …

SPIRIT: A framework for profiling SDN

H Kang, S Lee, C Lee, C Yoon… - 2015 IEEE 23rd …, 2015 - ieeexplore.ieee.org
Software-Defined Networking (SDN), which separates the control and data plane of network,
is strongly considered as a promising future networking architecture. Compared with legacy …

Ml-based application performance modelling over a sdn network using end-to-end and link metrics

L Wang, DT Delaney - European Wireless 2021; 26th …, 2021 - ieeexplore.ieee.org
As higher volumes of new applications are dependant on the network for operational
performance, network orchestration must manage each traffic type to maximise application …

Latency measurement in an SDN network using a POX controller

V Jara, Y Shayan - … IEEE Canadian Conference on Electrical & …, 2018 - ieeexplore.ieee.org
The use of Software-Defined Networking (SDN) offers several advantages, including
flexibility, and a dynamic way of programming functionality in a network. The design and …

A deep learning framework to enhance software defined networks security

A Dawoud, S Shahristani… - 2018 32nd International …, 2018 - ieeexplore.ieee.org
Software-Defined Networks (SDN) initiates a novel networking model. SDN proposes the
separation of forward and control planes by introducing a new independent plane called …