A brief survey and implementation on refinement for intent-driven networking

Y Ouyang, C Yang, Y Song, X Mi, M Guizani - IEEE Network, 2021 - ieeexplore.ieee.org
Intent-driven networking (IDN) is emerging because the traditional network is complicated
and error-prone when configured. As the key step of IDN, intent refinement is an alternative …

Network slice lifecycle management for 5g mobile networks: An intent-based networking approach

K Abbas, TA Khan, M Afaq, WC Song - IEEE Access, 2021 - ieeexplore.ieee.org
Network slicing in 5G is a solution to accommodate a wide range of services. It also enables
the network operators to establish multiple end-to-end (e2e) logically isolated and …

Comprehensive tutorial on the organization of a standards-aligned network slice/subnet design process and opportunities for its automation

P Wyszkowski, J Kienig, K Zieliński… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Building complex entities like Network Slices and their Subnets requires proper models and
methods to allow their convenient design and deployment. Despite significant progress in …

Slicing the core network and radio access network domains through intent-based networking for 5G networks

K Abbas, M Afaq, T Ahmed Khan, A Rafiq, WC Song - Electronics, 2020 - mdpi.com
The fifth-generation mobile network presents a wide range of services which have different
requirements in terms of performance, bandwidth, reliability, and latency. The legacy …

Intent-based network slicing for SDN vertical services with assurance: Context, design and preliminary experiments

B Martini, M Gharbaoui, P Castoldi - Future Generation Computer Systems, 2023 - Elsevier
Network slicing is announced to be one of the key features for 5G infrastructures enabling
network operators to provide network services with the flexibility and dynamicity necessary …

Intent-driven closed-loop control and management framework for 6G open RAN

J Zhang, C Yang, R Dong, Y Wang… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Future mobile networks should provide on-demand services for various industries and
applications with the stringent guarantees of Quality of Experience (QoE), which highly …

IBNSlicing: Intent-based network slicing framework for 5G networks using deep learning

K Abbas, M Afaq, TA Khan… - 2020 21st Asia …, 2020 - ieeexplore.ieee.org
Network slicing is an important pillar of 5G networks that empowers the network operators to
provide the different quality of services (QoS) to the users. It enables network operators to …

Ensemble learning-based network data analytics for network slice orchestration and management: An intent-based networking mechanism

K Abbas, TA Khan, M Afaq… - NOMS 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
5G technology come up with many innovative features compared to legacy networks, such
as network slicing that envisioned a wide variety of services from different customers …

Network assurance in intent-based networking data centers with machine learning techniques

X Zheng, A Leivadeas - 2021 17th International conference on …, 2021 - ieeexplore.ieee.org
Intent-Based Networking (IBN) is a recently proposed networking solution that allows
networks to be configured and adapted autonomously according to the users' or operators' …

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 …