Pandora: Automated design and comprehensive evaluation of deep reinforcement learning agents for open ran

M Tsampazi, S D'Oro, M Polese… - IEEE Transactions …, 2024 - 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 …

xDevSM: Streamlining xApp Development With a Flexible Framework for O-RAN E2 Service Models

A Feraudo, S Maxenti, A Lacava, P Bellavista… - Proceedings of the 30th …, 2024 - dl.acm.org
RAN Intelligent Controllers (RICs) are programmable platforms that enable data-driven
closed-loop control in the O-RAN architecture. They collect telemetry and data from the RAN …

DRL-based Joint Resource Scheduling of eMBB and URLLC in O-RAN

RM Sohaib, ST Shah, O Onireti… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
This work addresses resource allocation challenges in multi-cell wireless systems catering
to enhanced Mobile Broad-band (eMBB) and Ultra-Reliable Low Latency Communications …

Evolutionary Game Caching Resource Allocation Strategy for 6 G Networks

X Wang, Y Zhang, Z Zhuo, X Li, G Chen… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Network slicing is a key technology in sixth-generation (6G) communication networks.
However, the performance of virtualized nodes sharing cache resources in 6G network …

Resource Management in Multi-Cell Collaborative Transmission for Long-Term URLLC Services

L Shan, Y Wang, Y Cang, F Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Ultra-reliable low-latency communication (URLLC) is a critical type of service that imposes
stringent latency requirements. Considering the random and burst URLLC packets arrival …

Enhancing Vehicular Networks With Hierarchical O-RAN Slicing and Federated DRL

B Hazarika, P Saikia, K Singh… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With 5G technology evolving, Open Radio Access Network (O-RAN) solutions are becoming
crucial, especially for handling the diverse Quality of Service (QoS) needs in vehicular …

DLLF-2EN: Energy-Efficient Next Generation Mobile Network With Deep Learning-Based Load Forecasting

X Wang, J Lv, A Slowik… - … on Network and …, 2024 - ieeexplore.ieee.org
The exponential growth of mobile data traffic in next generation networks has led to a
significant increase in energy consumption, posing critical challenges for network operators …

Hierarchical Intelligence Enabled Joint RAN Slicing and MAC Scheduling for SLA Guarantee

Y Jia, C Zhang, N Li, Y Huang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
As a key technology in beyond 5G and future 6G communications, RAN slicing can realize
differentiated service level agreement (SLA) guarantees. In this paper, we investigate the …

[HTML][HTML] Distributed Resources Allocation Method for Space–Ground Integrated Mobile Communication System

T Zhao, Z Li - Sensors, 2024 - mdpi.com
This paper presents an innovative approach towards space–ground integrated
communication systems by combining terrestrial cellular networks, UAV networks, and …

Network Slicing with Flexible VNF Order: A Branch-and-Bound Approach

QT Luu, MT Nguyen, TA Do, M Kieffer… - arxiv preprint arxiv …, 2024 - arxiv.org
Network slicing is a critical feature in 5G and beyond communication systems, enabling the
creation of multiple virtual networks (ie, slices) on a shared physical network infrastructure …