基于田口方法的无线网络损伤对视频流QoE的感知影响

Alex Mongi
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摘要

近年来,由于无线网络和智能设备的技术进步,视频流应用得到了极大的发展。与语音内容不同,视频对网络性能有严格的要求,以提供高质量的观看效果。体验质量(Quality of Experience, QoE)是指用户对所提供服务的满意程度,是无线网络管理的一个重要方面。通常,无线网络固有地表现出各种损害,如数据包丢失、延迟和抖动。因此,了解通过无线网络交付的服务的QoE是质量管理过程的基本要求。因此,本研究采用田口实验设计来研究网络损伤对视频流QoE的同时影响。实验在实验室使用无线网络试验台进行。模拟不同的网络条件,真人评估它们对使用智能设备的视频流的影响。本研究发现延迟和抖动显著影响视频流QoE在$\ mathm {p}\lt 0.05$。此外,丢包对视频流QoE的影响并不显著,但与抖动的交互作用突出,这是有效的网络管理实践必须考虑的问题。
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Perceptual Impacts of Wireless Network Impairments on Video Streaming QoE using Taguchi Approach
Video streaming applications have grown tremendously in recent years due to the technological advancement of wireless networks and smart devices. Unlike voice content, videos possess strict network performance demands to deliver a quality view. The Quality of Experience (QoE) refers to the level of users’ satisfaction with the delivered service and is one of the important aspects of managing wireless networks. Normally, wireless networks inherently exhibit various impairments such as packet loss, delay, and jitter. Therefore, understanding QoE on services delivered through the wireless networks is a basic requirement for the quality management process. Hence, this study adopts the Taguchi design of experiments to investigate the simultaneous impacts of network impairments on video streaming QoE. Experiments were conducted in a laboratory using a wireless network testbed. Different network conditions were emulated and real people assessed their impacts on videos streamed using smart devices. This study found that delay and jitter significantly affected video streaming QoE at $\mathrm{p}\lt 0.05$. Moreover, the effects of packet loss were not significant but exhibited outstanding interaction effects with jitter on video streaming QoE, which must be considered for effective network management practices.
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