Federated learning-empowered mobile network management for 5G and beyond networks: From access to core
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …
integrated communication and computing platform that will enable multipurpose and …
A survey on explainable ai for 6g o-ran: Architecture, use cases, challenges and research directions
The recent O-RAN specifications promote the evolution of RAN architecture by function
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
disaggregation, adoption of open interfaces, and instantiation of a hierarchical closed-loop …
Empowering the 6G cellular architecture with Open RAN
Innovation and standardization in 5G have brought advancements to every facet of the
cellular architecture. This ranges from the introduction of new frequency bands and …
cellular architecture. This ranges from the introduction of new frequency bands and …
On the specialization of fdrl agents for scalable and distributed 6g ran slicing orchestration
Network slicing enables multiple virtual networks to be instantiated and customized to meet
heterogeneous use case requirements over 5G and beyond network deployments …
heterogeneous use case requirements over 5G and beyond network deployments …
Resource allocation in an open RAN system using network slicing
MK Motalleb, V Shah-Mansouri… - … on Network and …, 2022 - ieeexplore.ieee.org
The next radio access network (RAN) generation, open RAN (O-RAN), aims to enable more
flexibility and openness, including efficient service slicing, and to lower the operational costs …
flexibility and openness, including efficient service slicing, and to lower the operational costs …
Rlops: Development life-cycle of reinforcement learning aided open ran
Radio access network (RAN) technologies continue to evolve, with Open RAN gaining the
most recent momentum. In the O-RAN specifications, the RAN intelligent controllers (RICs) …
most recent momentum. In the O-RAN specifications, the RAN intelligent controllers (RICs) …
Deep reinforcement learning for robust vnf reconfigurations in o-ran
Open Radio Access Networks (O-RANs) have revolutionized the telecom ecosystem by
bringing intelligence into disaggregated RAN and implementing functionalities as Virtual …
bringing intelligence into disaggregated RAN and implementing functionalities as Virtual …
[HTML][HTML] Misconfiguration in O-RAN: Analysis of the impact of AI/ML
User demand on network communication infrastructure has never been greater with
applications such as extended reality, holographic telepresence, and wireless brain …
applications such as extended reality, holographic telepresence, and wireless brain …
Large language model (llm) for telecommunications: A comprehensive survey on principles, key techniques, and opportunities
Large language models (LLMs) have received considerable attention recently due to their
outstanding comprehension and reasoning capabilities, leading to great progress in many …
outstanding comprehension and reasoning capabilities, leading to great progress in many …
A Comparative Analysis of Deep Reinforcement Learning-based xApps in O-RAN
The highly heterogeneous ecosystem of Next Generation (NextG) wireless communication
systems calls for novel networking paradigms where functionalities and operations can be …
systems calls for novel networking paradigms where functionalities and operations can be …