On the Harmful Effects of Active Network Probing

Alamin Mohammed, Theo Karagioules, Emir Halepovic, Shangyue Zhu, A. Striegel
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Abstract

Active network probing, commonly known as a speed test, is the prevalent network speed measurement and diagnostic method. Speed tests primarily measure achievable throughput by conducting bulk downloads that saturate the bottleneck link. However, the impact of speed tests on user Quality of Experience (QoE) has not been thoroughly explored. In this paper, we investigate the effects of active network probing on user QoE during two common activities: file downloading and video streaming, focusing on key QoE metrics such as download time, video bitrate, and buffering. Our analysis reveals that the standard speed test significantly extends download times (by up to 88% in WiFi and 46% in cellular networks) and adversely affects various video QoE metrics, particularly bitrate, resulting in an average bitrate reduction ranging from 46% to 60%. Moreover, we assess the outcomes of typical speed test scenarios, such as single and double tests, and establish that both variants impair QoE, with double tests causing greater disruptions. Our findings offer a comprehensive insight into the ramifications of active network probing on user applications and emphasize the necessity for approaches to alleviate its detrimental effects on QoE.
论主动网络探测的有害影响
主动网络探测,通常被称为速度测试,是常用的网络速度测量和诊断方法。速度测试主要通过使瓶颈链路饱和的批量下载来衡量可实现的吞吐量。然而,速度测试对用户体验质量(QoE)的影响尚未得到深入的探讨。在本文中,我们研究了主动网络探测在两个常见活动中对用户QoE的影响:文件下载和视频流,重点关注关键的QoE指标,如下载时间、视频比特率和缓冲。我们的分析显示,标准速度测试显著延长了下载时间(在WiFi中延长了88%,在蜂窝网络中延长了46%),并对各种视频QoE指标产生了不利影响,尤其是比特率,导致平均比特率降低了46%至60%。此外,我们评估了典型速度测试场景的结果,例如单次和双次测试,并确定这两种变体都会损害QoE,双次测试会导致更大的中断。我们的研究结果为主动网络探测对用户应用程序的影响提供了全面的见解,并强调了减轻其对QoE有害影响的方法的必要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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