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QoE-Driven Optimization in 5G O-RAN Enabled HetNets for Enhanced Video Service Quality

Authors :
Agarwal, Bharat
Togou, Mohammed Amine
Ruffini, Marco
Muntean, Gabriel-Miro
Source :
Agarwal, Bharat ORCID: 0000-0002-4040-8145 , Togou, Mohammed Amine ORCID: 0000-0002-8374-910X , Ruffini, Marco ORCID: 0000-0001-6220-0065 and Muntean, Gabriel-Miro ORCID: 0000-0002-9332-4770 (2022) QoE-Driven Optimization in 5G O-RAN Enabled HetNets for Enhanced Video Service Quality. IEEE Communication Magazine, 61 (1). pp. 56-62. ISSN 0163-6804
Publication Year :
2022
Publisher :
IEEE, 2022.

Abstract

Many innovative applications are projected to be supported by 5G networks across three verticals: enhanced mobile broadband, ultra-reliable low latency communication, and massive machine-type communication. Given the constraints of the current Radio Access Networks (RANs), accommodating all these applications, considering their Quality of Service and Quality of Experience (QoE) requirements, is not practical. OpenRAN is a new architecture touted as the most viable nextgeneration RAN solution. It promotes a software-defined component, labelled RAN Intelligent Controller (RIC), that governs and supplies intelligence to optimize radio resource allocation, implement handovers, manage interference, and balance load between cells. RIC has two parts: Non-Real-Time (RT) and Near-RT. This article introduces a novel QoE Enhancement Function (QoE2F) xApp to enhance the functionality of Near-RT RIC through providing efficient resource provisioning to users requesting high-resolution video services. It deploys an innovative Adaptive Genetic Algorithm to perform optimal user association along with resource and power allocation in HetNets. Simulation results demonstrate superior QoE2F xApp performance in terms of VMAF and MoS for two different resolution videos and diverse numbers of user

Details

Language :
English
Database :
OpenAIRE
Journal :
Agarwal, Bharat ORCID: 0000-0002-4040-8145 <https://orcid.org/0000-0002-4040-8145>, Togou, Mohammed Amine ORCID: 0000-0002-8374-910X <https://orcid.org/0000-0002-8374-910X>, Ruffini, Marco ORCID: 0000-0001-6220-0065 <https://orcid.org/0000-0001-6220-0065> and Muntean, Gabriel-Miro ORCID: 0000-0002-9332-4770 <https://orcid.org/0000-0002-9332-4770> (2022) QoE-Driven Optimization in 5G O-RAN Enabled HetNets for Enhanced Video Service Quality. IEEE Communication Magazine, 61 (1). pp. 56-62. ISSN 0163-6804
Accession number :
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