QoS对视频会议QoE的影响分析

N. Rao, A. Maleki, F. Chen, Wenting Chen, C. Zhang, N. Kaur, A. Haque
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引用次数: 11

摘要

网络服务提供商倾向于关注他们提供给客户的服务质量(QoS)。这需要分析各种QoS指标(如带宽、数据包丢失和抖动),以便能够改进他们的服务。这是解决问题的单一方法,不仅需要从业务改进的角度分析问题,还需要从客户满意度的角度分析问题。QoS指标不能直接转化为客户体验,客户体验更多的是定性的,而不是定量的。因此,有必要将客户所涉及的定性指标与服务提供者可以分析和改进的定量指标联系起来。这是一个需要深入探索的重要问题。在本文中,我们试图将视频会议的体验质量(QoE)与网络QoS联系起来。为了做到这一点,我们开发了一个名为Lime的新颖Docker映像,以便能够自动化实验并模拟网络环境。我们在预定义的网络障碍(场景)下进行了144次单独的视频会议。我们发现带宽与视频的感知质量成正比,这意味着更高的带宽是首选。另一方面,频繁波动的带宽迅速降低了用户的意见,也导致在一段时间的高波动之后,意见的上升速度较慢。这表明稳定的带宽比不规律地增加带宽更可取。抖动和丢包被发现是造成用户负面意见以及低带宽的原因。相反,如果带宽保持稳定和高,增加的抖动和丢包基本上是可以原谅的。Lime被证明是一种新的工具,可以在预定义的网络场景下满足与视频会议实验相关的需求。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of the Effect of QoS on Video Conferencing QoE
Network service providers tend to focus on the quality of service (QoS) they provide to their customers. This entails analysis of various QoS metrics (such as bandwidth, packet loss and jitter) in order to be able to improve their services. This is a single-dimensional approach to a problem that needs to be analyzed not only from a business improvement perspective but also from a customer satisfaction perspective. QoS metrics do not directly translate to customer experience, which is more qualitative than quantitative. Thus, it is necessary to correlate qualitative metrics that customers relate to with quantitative metrics that can be analyzed and improved upon by service providers. This is a non-trivial problem that needs deeper exploration. In this paper, we attempt to correlate video conferencing QoE (Quality of Experience) with network QoS. In order to do this, we developed a novel Docker image called Lime, to be able to automate the experiments and emulate the network environment. We performed 144 separate video conferences under predefined network handicaps (scenarios). We discovered that bandwidth is directly proportional to the perceived quality of the video implying that higher bandwidth is preferred. On the other hand, frequently fluctuating bandwidth quickly reduced the user-opinion, and also resulted in slower subsequent climb in opinion after a period of high fluctuation. This indicated that steady bandwidth is preferred over irregularly increasing bandwidth. Jitter and packet loss were found to contribute to negative user-opinion as well as low bandwidth. Conversely, increasing jitter and packet loss was mostly forgiven if the bandwidth stayed stable and high. Lime is shown to be a novel tool to fulfill requirements related to video conferencing experiments under pre-defined network scenarios.
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