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Enabling Intelligent Traffic Steering in A Hierarchical Open Radio Access Network
Nguyen, Van-Dinh; VU, Thang Xuan; Nguyen, Nhan et al.
2023In Globecom 2023
Peer reviewed
 

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Keywords :
Open RAN; Traffic steering; machine learning
Abstract :
[en] In this paper, we aim to enable an intelligent traffic (TS) steering application in the open radio access network (O-RAN) by jointly optimizing the flow-split distribution, congestion control and scheduling (i.e. so-called JFCS). To do so, we develop a multi-layer optimization framework based on network utility maximization and stochastic optimization methods. The proposed algorithm provides fast convergence, long-term utility-optimality and significantly low latency compared to state-of-the-art RAN approaches. In particular, our main contributions are as follows: i) we propose the novel JFCS framework to efficiently and adaptively route traffic to indented users in appropriate radio units, and ii) we develop low-complexity algorithms to effectively solve the JFCS problem in different time scales, enabling a closed-loop control of the TS in the O-RAN context. The insights presented in this work will pave the way for O-RAN that are completely automated, offering improved control and flexibility.
Disciplines :
Electrical & electronics engineering
Author, co-author :
Nguyen, Van-Dinh;  CECS, VinUniversity, Vietnam
VU, Thang Xuan  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
Nguyen, Nhan;  University of Oulu, Finland
Nguyen, Dinh;  University of Alabama in Huntsville, USA
Juntti, Markku;  University of Oulu, Finland
Luong, Nguyen;  PHENIKAA University, Vietnam
Hoang, Dinh;  University of Technology Sydney, Australia
Nguyen, Diep;  University of Technology Sydney, Australia
CHATZINOTAS, Symeon  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
External co-authors :
yes
Language :
English
Title :
Enabling Intelligent Traffic Steering in A Hierarchical Open Radio Access Network
Publication date :
04 December 2023
Event name :
IEEE Global Communications Conference
Event organizer :
IEEE
Event place :
Kuala Lumpur, Malaysia
Event date :
4-8 December
Audience :
International
Journal title :
Globecom 2023
Peer reviewed :
Peer reviewed
Available on ORBilu :
since 28 November 2023

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