Intent-based orchestration of network slices and resource assurance using machine learning

TA Khan, A Mehmood, JJD Ravera… - NOMS 2020-2020 …, 2020 - ieeexplore.ieee.org
5G networks are aimed at provisioning of a wide range of sophisticated services with
uninterrupted user experience. In addition, it is very challenging to manage all the services …

Generic intent-based networking platform for E2E network slice orchestration & lifecycle management

TA Khan, K Abbass, A Rafique… - 2020 21st Asia …, 2020 - ieeexplore.ieee.org
5G claims the service provisioning for a variety of new applications increasing orchestration
complexity. Additionally, many different orchestrators and platforms have been developed …

Machine learning approach for automatic configuration and management of 5g platforms

TA Khan, A Mehmood, JJD Rivera… - 2019 20th Asia-Pacific …, 2019 - ieeexplore.ieee.org
The automatic control over the network platforms is an esteem requirement of the operators.
Recently, 5G with its aim to attain the internet of everything, it challenged researchers for the …

Intent-based networking platform: An automated approach for policy and configuration of next-generation networks

TA Khan, A Muhammad, K Abbas… - Proceedings of the 36th …, 2021 - dl.acm.org
The goal of 5th generation networks is to provide network services to everything, ie moving
beyond mobile devices. This extension of the network domain led to an exponential raise in …

An end-to-end intelligent network resource allocation in iov: A machine learning approach

A Muhammad, TA Khan, K Abbass… - 2020 IEEE 92nd …, 2020 - ieeexplore.ieee.org
The enormous increase in the number of communicating vehicles every year imposes many
challenges for efficient resource allocation in IoV (Internet of Vehicles). Additionally, with …

GAN and DRL based intent translation and deep fake configuration generation for optimization

TA Khan, K Abbas, A Muhammad… - … on Information and …, 2020 - ieeexplore.ieee.org
The requirements of next-generation of networks have imposed a multi-dimensional/
directional complexity over network management. As a result, the only way forward is …

[PDF][PDF] Dynamic Resource Management On Top of SDN and NFV platforms by applying Machine Learning

KT Ahmed - 2019 - oak.jejunu.ac.kr
The upcoming 5th generation network is not only restricted to mobile devices and high
bandwidth provision but also will support multiple services with their dynamic resource …