Beyond throughput, the next generation: A 5G dataset with channel and context metrics

Research output: Chapter in Book/Report/Conference proceedingsChapterpeer-review

Abstract

In this paper, we present a 5G trace dataset collected from a major Irish mobile operator. The dataset is generated from two mobility patterns (static and car), and across two application patterns (video streaming and file download). The dataset is composed of client-side cellular key performance indicators (KPIs) comprised of channel-related metrics, context-related metrics, cell-related metrics and throughput information. These metrics are generated from a well-known non-rooted Android network monitoring application, G-NetTrack Pro. To the best of our knowledge, this is the first publicly available dataset that contains throughput, channel and context information for 5G networks. To supplement our real-time 5G production network dataset, we also provide a 5G large scale multi-cell ns-3 simulation framework. The availability of the 5G/mmwave module for the ns-3 mmwave network simulator provides an opportunity to improve our understanding of the dynamic reasoning for adaptive clients in 5G multi-cell wireless scenarios. The purpose of our framework is to provide additional information (such as competing metrics for users connected to the same cell), thus providing otherwise unavailable information about the base station (eNodeB or eNB) environment and scheduling principle, to end user. Our framework permits other researchers to investigate this interaction through the generation of their own synthetic datasets.

Original languageEnglish
Title of host publicationMMSys 2020 - Proceedings of the 2020 Multimedia Systems Conference
PublisherAssociation for Computing Machinery, Inc
Pages303-308
Number of pages6
ISBN (Electronic)9781450368452
DOIs
Publication statusPublished - 27 May 2020
Event11th ACM Multimedia Systems Online Conference, MMSys 2020 - Istanbul, Turkey
Duration: 8 Jun 202011 Jun 2020

Publication series

NameMMSys 2020 - Proceedings of the 2020 Multimedia Systems Conference

Conference

Conference11th ACM Multimedia Systems Online Conference, MMSys 2020
Country/TerritoryTurkey
CityIstanbul
Period8/06/2011/06/20

Keywords

  • 5G
  • adaptive video streaming
  • context information
  • dataset
  • mmwave
  • mobility
  • NR
  • throughput

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