Team learning-based resource allocation for open radio access network (O-RAN)

H Zhang, H Zhou… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Recently, the concept of open radio access network (O-RAN) has been proposed, which
aims to adopt intelligence and openness in the next generation radio access networks …

Resource allocation based on Radio Intelligence Controller for Open RAN towards 6G

Q Wang, Y Liu, Y Wang, X Xiong, J Zong, J Wang… - IEEE …, 2023 - ieeexplore.ieee.org
In recent years, the open and standardized interfaces for radio access networks (Open
RAN), promoted by the standard organization O-RAN alliance, demonstrate the potential to …

Dynamic CU-DU selection for resource allocation in O-RAN using actor-critic learning

S Mollahasani, M Erol-Kantarci… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Recently, there has been tremendous efforts by network operators and equipment vendors
to adopt intelligence and openness in the next generation radio access network (RAN). The …

Federated deep reinforcement learning for user access control in open radio access networks

Y Cao, SY Lien, YC Liang… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
The Open Radio Access Network (O-RAN) introducing a particular unit known as RAN
Intelligent Controllers (RICs) has been regarded as revolutionary paradigms to support …

Actor-critic network for O-RAN resource allocation: xApp design, deployment, and analysis

M Kouchaki, V Marojevic - 2022 IEEE Globecom Workshops …, 2022 - ieeexplore.ieee.org
Open Radio Access Network (O-RAN) has introduced an emerging RAN architecture that
enables openness, intelligence, and automated control. The RAN Intelligent Controller (RIC) …

Intelligent O-RAN for beyond 5G and 6G wireless networks

S Niknam, A Roy, HS Dhillon, S Singh… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Building on the principles of openness and intelligence, there has been a concerted global
effort from the operators towards enhancing the radio access network (RAN) architecture …

A Comparative Analysis of Deep Reinforcement Learning-based xApps in O-RAN

M Tsampazi, S D'Oro, M Polese… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
The highly heterogeneous ecosystem of Next Generation (NextG) wireless communication
systems calls for novel networking paradigms where functionalities and operations can be …

Deep learning for B5G open radio access network: Evolution, survey, case studies, and challenges

B Brik, K Boutiba, A Ksentini - IEEE Open Journal of the …, 2022 - ieeexplore.ieee.org
Open Radio Access Network (O-RAN) alliance was recently launched to devise a new RAN
architecture featuring open, software-driven, virtual, and intelligent radio access architecture …

An RL approach for radio resource management in the O-RAN architecture

F Mungari - 2021 18th Annual IEEE International Conference …, 2021 - ieeexplore.ieee.org
The new generation mobile network requires flexibility and efficiency in radio link
management (RRM), in order to support a wide range of services and applications with …

Multi-agent team learning in virtualized open radio access networks (o-ran)

PE Iturria-Rivera, H Zhang, H Zhou, S Mollahasani… - Sensors, 2022 - mdpi.com
Starting from the concept of the Cloud Radio Access Network (C-RAN), continuing with the
virtual Radio Access Network (vRAN) and most recently with the Open RAN (O-RAN) …