Recent advances in machine learning for network automation in the o-ran

MQ Hamdan, H Lee, D Triantafyllopoulou, R Borralho… - Sensors, 2023 - mdpi.com
The evolution of network technologies has witnessed a paradigm shift toward open and
intelligent networks, with the Open Radio Access Network (O-RAN) architecture emerging as …

The power of large language models for wireless communication system development: A case study on fpga platforms

Y Du, SC Liew, K Chen, Y Shao - arXiv preprint arXiv:2307.07319, 2023 - arxiv.org
Large language models (LLMs) have garnered significant attention across various research
disciplines, including the wireless communication community. There have been several …

Open Radio Access Networks for Smart IoT Systems: State of Art and Future Directions

AA Musa, A Hussaini, C Qian, Y Guo, W Yu - Future Internet, 2023 - mdpi.com
The Internet of Things (IoT) constitutes a vast network comprising various components such
as physical devices, vehicles, buildings, and other items equipped with sensors, actuators …

Split Federated Learning for 6G Enabled-Networks: Requirements, Challenges and Future Directions

H Hafi, B Brik, PA Frangoudis, A Ksentini… - IEEE Access, 2024 - ieeexplore.ieee.org
Sixth-generation (6G) networks anticipate intelligently supporting a wide range of smart
services and innovative applications. Such a context urges a heavy usage of Machine …

Explainable and robust artificial intelligence for trustworthy resource management in 6G networks

N Khan, S Coleri, A Abdallah, A Celik… - IEEE …, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) is expected to be an integral part of radio resource management
(RRM) in sixthgeneration (6G) networks. However, the opaque nature of complex deep …

Knowledge-Aware Neuron Interpretation for Scene Classification

Y Guan, F Lecue, J Chen, R Li, JZ Pan - arXiv preprint arXiv:2401.15820, 2024 - arxiv.org
Although neural models have achieved remarkable performance, they still encounter doubts
due to the intransparency. To this end, model prediction explanation is attracting more and …

AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems

S Tarkoma, R Morabito, J Sauvola - arXiv preprint arXiv:2311.05842, 2023 - arxiv.org
The evolution towards 6G architecture promises a transformative shift in communication
networks, with artificial intelligence (AI) playing a pivotal role. This paper delves deep into …

A Comprehensive Overview and Survey of O-RAN: Exploring Slicing-aware Architecture, Deployment Options, and Use Cases

K Alam, MA Habibi, M Tammen, D Krummacker… - arXiv preprint arXiv …, 2024 - arxiv.org
Open-radio access network (O-RAN) seeks to establish principles of openness,
programmability, automation, intelligence, and hardware-software disaggregation with …

An Agile Conflict-Solving Framework for Intent-Based Management of Service Level Agreement

NR de Oliveira, IM Moraes… - … Conference on 6G …, 2023 - ieeexplore.ieee.org
Managing and orchestrating Radio Access Networks (RAN) are error-prone tasks due to the
high number of parameters and the complex interaction among all the network components …

Designing the Network Intelligence Stratum for 6G Networks

P Soto, M Camelo, G Garcia-Aviles, E Municio… - arXiv preprint arXiv …, 2024 - arxiv.org
As network complexity escalates, there is an increasing need for more sophisticated
methods to manage and operate these networks, focusing on enhancing efficiency …