2019
Marcos Carvalho, Vinicius Fonseca e Silva, Erik de Britto e Silva, Daniel Fernandes Macedo, Henrique Cesar Carvalho de Resende, Johann M. Márquez-Barja, Cristiano Bonato Both, Augusto Zanella Bardini, Juliano Araujo Wickboldt
QoE-Based Video Orchestration for 4G Networks Inproceedings
In: 30th IEEE Annual International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2019, Istanbul, Turkey, September 8-11, 2019, pp. 1–6, IEEE, 2019, ISSN: 2166-9589.
Abstract Links BibTeX Tags: Device-to-Device (D2D) Network Orchestration Quality of Experience (QoE)
@inproceedings{DBLP:conf/pimrc/CarvalhoSSMRMBB19,
title = {QoE-Based Video Orchestration for 4G Networks},
author = {Marcos Carvalho and Vinicius Fonseca e Silva and Erik de Britto e Silva and Daniel Fernandes Macedo and Henrique Cesar Carvalho de Resende and Johann M. Márquez-Barja and Cristiano Bonato Both and Augusto Zanella Bardini and Juliano Araujo Wickboldt},
url = {https://doi.org/10.1109/PIMRC.2019.8904329},
doi = {10.1109/PIMRC.2019.8904329},
issn = {2166-9589},
year = {2019},
date = {2019-01-01},
booktitle = {30th IEEE Annual International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2019, Istanbul, Turkey, September 8-11, 2019},
pages = {1--6},
publisher = {IEEE},
abstract = {Quality of Experience (QoE) should be the driver for network orchestration in 4G networks. At the same time, the network must be able to cope with high bandwidth requirements from applications such as video streaming, while dealing with a large number of users. This paper proposes a network orchestrator that adjusts network parameters to improve QoE of video streaming. The orchestrator uses Device-to-Device (D2D) communication to improve user's QoE, also reducing the demand on 4G network. The use of D2D is triggered by a machine learning engine. Experiments made in a physical testbed show an improvement on the mean horizontal video resolution from 768 to 1280 pixels, as well as a decrease of around 90% at the impact on the QoE, considering the number of video resolution changes. Finally, the demand on the network backhaul is decreased by around 38%.},
keywords = {Device-to-Device (D2D), Network Orchestration, Quality of Experience (QoE)},
pubstate = {published},
tppubtype = {inproceedings}
}
Quality of Experience (QoE) should be the driver for network orchestration in 4G networks. At the same time, the network must be able to cope with high bandwidth requirements from applications such as video streaming, while dealing with a large number of users. This paper proposes a network orchestrator that adjusts network parameters to improve QoE of video streaming. The orchestrator uses Device-to-Device (D2D) communication to improve user's QoE, also reducing the demand on 4G network. The use of D2D is triggered by a machine learning engine. Experiments made in a physical testbed show an improvement on the mean horizontal video resolution from 768 to 1280 pixels, as well as a decrease of around 90% at the impact on the QoE, considering the number of video resolution changes. Finally, the demand on the network backhaul is decreased by around 38%.