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 …

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 …

CogNet: A network management architecture featuring cognitive capabilities

L Xu, H Assem, IGB Yahia, TS Buda… - … on Networks and …, 2016 - ieeexplore.ieee.org
It is expected that the fifth generation mobile networks (5G) will support both human-to-
human and machine-to-machine communications, connecting up to trillions of devices and …

SDN based wireless heterogeneous network management

CS Hong, SM Ahsan Kazmi, S Moon… - AETA 2015: Recent …, 2016 - Springer
The proliferation of novel network access devices and demand for high quality of service by
the end users are proving to be insufficient for existing wireless heterogeneous networks …

Artificial intelligence control logic in next-generation programmable networks

M Żotkiewicz, W Szałyga, J Domaszewicz, A Bąk… - Applied Sciences, 2021 - mdpi.com
The new generation of programmable networks allow mechanisms to be deployed for the
efficient control of dynamic bandwidth allocation and ensure Quality of Service (QoS) in …

A framework for QoS-based routing in SDNs using deep learning

AI Owusu, A Nayak - 2020 International Symposium on …, 2020 - ieeexplore.ieee.org
Due to speedy increase in IoT devices, bandwidth intensive applications, voice and video
streaming services as well as high speed gaming services on the internet, providing QoS …

Machine learning-enabled software-defined networks for QoE management

C Wang, L Yuan, M Medvetskyi… - 2021 IEEE 4th …, 2021 - ieeexplore.ieee.org
The use of artificial intelligence in modern technology is not a novelty. However, its use in
telecommunication systems is little studied. This is not surprising because the …

Towards software defined cognitive networking

I Ahmad, S Namal, M Ylianttila… - 2015 7th international …, 2015 - ieeexplore.ieee.org
Cognitive networking has the potential to enable autonomic network management by
empowering the network components to automatically adjust to the changing network …

Policy-based QoS management framework for software-defined networks

A Al-Jawad, P Shah, O Gemikonakli… - 2018 International …, 2018 - ieeexplore.ieee.org
With the emerging trends of virtualization of cloud computing and big data applications,
network management has become a challenging problem for optimizing the network state …