SLA management in intent-driven service management systems: A taxonomy and future directions

Y Sharma, D Bhamare, N Sastry, B Javadi… - ACM Computing …, 2023 - dl.acm.org
Traditional, slow and error-prone human-driven methods to configure and manage Internet
service requests are proving unsatisfactory. This is due to an increase in Internet …

Network meets chatgpt: Intent autonomous management, control and operation

J Wang, L Zhang, Y Yang, Z Zhuang… - Journal of …, 2023 - ieeexplore.ieee.org
Telecommunication has undergone significant transformations due to the continuous
advancements in internet technology, mobile devices, competitive pricing, and changing …

Zero-touch networks: Towards next-generation network automation

M El Rajab, L Yang, A Shami - Computer Networks, 2024 - Elsevier
The Zero-touch network and Service Management (ZSM) framework represents an
emerging paradigm in the management of the fifth-generation (5G) and Beyond (5G+) …

Causal reasoning: Charting a revolutionary course for next-generation ai-native wireless networks

CK Thomas, C Chaccour, W Saad… - IEEE Vehicular …, 2024 - ieeexplore.ieee.org
Despite the basic premise that next-generation wireless networks (eg, 6G) will be artificial
intelligence (AI)-native, to date, most existing efforts remain either qualitative or incremental …

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 …

A brief survey and implementation on ai for intent-driven network

J Huang, C Yang, S Kou, Y Song - 2022 27th Asia pacific …, 2022 - ieeexplore.ieee.org
Intent-driven network (IDN, or intent-based network, IBN) is a novel networking paradigm,
which can enable user intents to drive network management autonomously and improve the …

Intent-based cognitive closed-loop management with built-in conflict handling

AC Baktir, ADN Junior, A Zahemszky… - 2022 IEEE 8th …, 2022 - ieeexplore.ieee.org
The ever-growing complexity in networks and the various future use cases with diverse, and
often stringent performance requirements call for a higher level of automation. A tool to …

Towards a self-driving management system for the automated realization of intents

K Dzeparoska, N Beigi-Mohammadi… - IEEE …, 2021 - ieeexplore.ieee.org
Network management faces the interrelated challenges of increasing network complexity,
meeting sophisticated business requirements, and being subject to human oversight. Self …

CLARA: Closed loop-based zero-touch network management framework

NFS de Sousa, CE Rothenberg - 2021 IEEE Conference on …, 2021 - ieeexplore.ieee.org
Evolving 5G systems are adopting strategic technologies such as SDN, NFV, Network
Slicing, and Intent-based Networking to provide flexibility, programmability, and more …

Ontology Driven Closed Control Loop Automation

A Randles, D O'Sullivan, J Keeney… - 2023 IEEE 9th …, 2023 - ieeexplore.ieee.org
Autonomic network management approaches have not been widely adopted, mainly due to
significant unsolved challenges. Challenges include technical complexity, lack of consistent …