On end-to-end intelligent automation of 6G networks

A Moubayed, A Shami, A Al-Dulaimi - Future Internet, 2022 - mdpi.com
The digital transformation of businesses and services is currently in full force, opening the
world to a new set of unique challenges and opportunities. In this context, 6G promises to be …

An evaluation survey of knowledge-based approaches in telecommunication applications

GP Koudouridis, S Shalmashi, R Moosavi - Telecom, 2024 - mdpi.com
The purpose of this survey study is to shed light on the importance of knowledge usage and
knowledge-driven applications in telecommunication systems and businesses. To this end …

Intent-driven closed loops for autonomous networks

PH Gomes, M Buhrgard, J Harmatos… - Journal of ICT …, 2021 - ieeexplore.ieee.org
Closed loops are key enablers for automation that have been successfully used in many
industries for long, and more recently for computing and networking applications. The Zero …

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 …

Intent-based multi-agent reinforcement learning for service assurance in cellular networks

SK Perepu, JP Martins, R Souza… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
Recently, intent-based management is receiving good attention in telecom networks owing
to stringent performance requirements for many of the use cases. Several approaches on …

Goals are Enough: Inducing AdHoc Cooperation Among Unseen Multi-Agent Systems in IMFs

K Dey, SK Perepu, A Das - 2024 IEEE 21st Consumer …, 2024 - ieeexplore.ieee.org
Intent-based management will play a critical role in achieving customers' expectations in the
next-generation mobile networks. Traditional methods cannot perform efficient resource …

Convergence: Cognitive Intent Driven 5G Radio Access Network Slice Assurance

A Kattepur, S Mohalik, I Burdick, M Orlic… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
5G advanced network slicing use cases have gained momentum with the ability to provide
differentiated Quality of Service (QoS) to various services (voice, mobile broadband, gaming …

Ai concepts for system of systems dynamic interoperability

J Nilsson, S Javed, K Albertsson, J Delsing, M Liwicki… - Sensors, 2024 - mdpi.com
Interoperability is a central problem in digitization and System of Systems (SoS)
engineering, which concerns the capacity of systems to exchange information and …

Ai-enabled ran automation

D Corcoran, E Westerberg, H Olofsson… - Ericsson Technology …, 2021 - ieeexplore.ieee.org
A significant and growing portion of communication service providers'(CSPs) opex relates to
the manual tuning of algorithms in RANs that do not exploit the full potential of the networks …

Intent Manager Function with Actuation Predictions: A Performance Evaluation

AC Baktir, A Zahemszky, A Silva… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
The vision towards 6G incorporates new technologies enabling cognitive operations, which
demands for enhanced automation due to complexity. Intent-driven networks need to …