LearnQoS: a learning approach for optimizing QoS over multimedia-based SDNs
Conference paper
Al-Jawad, A., Shah, P., Gemikonakli, O. and Trestian, R. 2018. LearnQoS: a learning approach for optimizing QoS over multimedia-based SDNs. 13th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). Valencia, Spain 06 - 08 Jun 2018 IEEE. pp. 1-6 https://doi.org/10.1109/BMSB.2018.8436781
Type | Conference paper |
---|---|
Title | LearnQoS: a learning approach for optimizing QoS over multimedia-based SDNs |
Authors | Al-Jawad, A., Shah, P., Gemikonakli, O. and Trestian, R. |
Abstract | As video-based services become an integral part of the end-users’ lives, there is an imminent need for increase in the backhaul capacity and resource management efficiency to enable a highly enhanced multimedia experience to the endusers. The next-generation networking paradigm offers wide advantages over the traditional networks through simplifying the management layer, especially with the adoption of Software Defined Networks (SDN). However, enabling Quality of Service (QoS) provisioning still remains a challenge that needs to be optimized especially for multimedia-based applications. In this paper, we propose LearnQoS, an intelligent QoS management framework for multimedia-based SDNs. LearnQoS employs a policy-based network management (PBNM) to ensure the compliance of QoS requirements and optimizes the operation of PBNM through Reinforcement Learning (RL). The proposed LearnQoS framework is implemented and evaluated under an experimental setup environment and compared with the default SDN operation in terms of PSNR, MOS, throughput and packet loss. |
Keywords | Software Defined Networks; Quality of Service; Reinforcement Learning |
Conference | 13th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB) |
Page range | 1-6 |
Proceedings Title | 2018 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB) |
Series | IEEE International Symposium on Broadband Multimedia Systems and Broadcasting |
ISSN | 2155-5044 |
Electronic | 2155-5052 |
ISBN | |
Electronic | 9781538647295 |
Paperback | 9781538647301 |
Publisher | IEEE |
Publication dates | |
06 Jun 2018 | |
Online | 16 Aug 2018 |
Publication process dates | |
Deposited | 30 Apr 2018 |
Accepted | 27 Feb 2018 |
Output status | Published |
Accepted author manuscript | File Access Level Open |
Copyright Statement | © 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Digital Object Identifier (DOI) | https://doi.org/10.1109/BMSB.2018.8436781 |
Scopus EID | 2-s2.0-85052395392 |
Web of Science identifier | WOS:000450290900046 |
Web address (URL) of conference proceedings | https://ieeexplore.ieee.org/xpl/conhome/8412472/proceeding |
Related Output | |
Has metadata | http://www.scopus.com/inward/record.url?eid=2-s2.0-85052395392&partnerID=MN8TOARS |
Language | English |
https://repository.mdx.ac.uk/item/87q0w
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