Towards a Crowdsourced Network Measurements Analyzer (CNMA) for the Streaming Service

Lamine Amour, Abdulhalim Dandoush
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Abstract

This exploratory work introduces a new data analyzer system, called CNMA (Crowdsourced Network Measurements Analyzer). CNMA aims at addressing the root cause of the bad performance of typical internet applications such as video on demand streaming and web search considering the 3G/4G radio access network. In particular, we study the related physical radio access parameters to the timeout status of transport connections and application throughput using the "5Gmark" crowdsourcing full tests. Thus, we consider dataset of LTE technology collected via measurements from one of the major French mobile operators in Ile-de-France region. To perform the analysis, CNMA is composed of three different modules. The first one is the storage module for storing the Crowdsourced Network Measurements (CNMs) raw data of "5Gmark" tool. The second module is the batch unit. The last module consists on the visualization (dashboard) one for plotting and reporting the analysis results. The main expected outcome of CNMA is the impact of the bit rate combined with other parameters of the physical layer such as the Received Signal Strength and the Reference Signal Received Quality (RSRQ) on the application throughput and their correlation to the connection timeout phenomena.
面向流媒体服务的众包网络测量分析仪(CNMA
这项探索性工作引入了一种新的数据分析系统,称为CNMA(众包网络测量分析仪)。考虑到3G/4G无线接入网络,CNMA旨在解决视频点播流媒体和网络搜索等典型互联网应用性能不佳的根本原因。特别是,我们使用“5Gmark”众包完整测试研究了与传输连接超时状态和应用吞吐量相关的物理无线电接入参数。因此,我们考虑通过测量从法兰西岛地区的主要法国移动运营商之一收集的LTE技术数据集。为了进行分析,CNMA由三个不同的模块组成。第一个是存储模块,用于存储“5Gmark”工具的CNMs原始数据。第二个模块是批处理单元。最后一个模块包括可视化(仪表板)模块,用于绘制和报告分析结果。CNMA的主要预期结果是比特率结合物理层的其他参数(如接收信号强度和参考信号接收质量(RSRQ))对应用吞吐量的影响及其与连接超时现象的相关性。
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