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Adaptive Quality Control Scheme to Improve QoE of Video Streaming in Wireless Networks

机译:改善无线网络视频流QoE的自适应质量控制方案

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Recently, with the spread of smart devices and the development of networks, the demand for video streaming has increased, and HTTP adaptive streaming has been gaining attention. HTTP adaptive streaming can guarantee QoE (Quality of Experience) because it selects the video quality according to the network state. However, in wireless networks, delay and packet loss rates are high and the available bandwidth fluctuates sharply. Therefore, QoE is degraded when the quality is selected on the basis of the measured bandwidth. In this paper, we propose an adaptive quality control scheme to improve QoE of video streaming in wireless networks. The proposed scheme calculates two factors, the buffer underflow probability and the instability, by considering the buffer state and the changes of quality level. Using these factors, the proposed scheme defines a quality control region that consists of four sub-regions. The video quality is determined by applying different control strategy to each sub-region. The results of experiments have shown that the proposed scheme improves QoE compared to the existing quality control schemes by minimizing the buffer underflow and the unnecessary quality changes and maximizing the average video quality.
机译:近年来,随着智能设备的普及和网络的发展,对视频流的需求不断增长,HTTP自适应流越来越受到关注。 HTTP自适应流可以确保QoE(体验质量),因为它根据网络状态选择视频质量。但是,在无线网络中,延迟和丢包率很高,并且可用带宽急剧波动。因此,当根据测量的带宽选择质量时,QoE会降低。在本文中,我们提出了一种自适应质量控制方案,以提高无线网络中视频流的QoE。所提出的方案通过考虑缓冲器状态和质量水平的变化来计算缓冲器下溢概率和不稳定性两个因素。利用这些因素,提出的方案定义了由四个子区域组成的质量控制区域。通过对每个子区域应用不同的控制策略来确定视频质量。实验结果表明,与现有的质量控制方案相比,该方案通过最大程度地减少缓冲区下溢和不必要的质量变化并最大程度地提高了平均视频质量,提高了QoE。

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