NBS: A Network-Bandwidth-Aware Streaming Version Switcher for Mobile Streaming Applications under Fuzzy Logic Control

Pengcheng Xiong, Jialie Shen, Qingyang Wang, D. Jayasinghe, Jack Li, C. Pu
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引用次数: 20

Abstract

Good quality of service for a video streaming application under time-varying network bandwidth capacity is often required in many real-world scenarios, e.g., streaming in a typical high-speed vehicular environment. However, developing the enabling algorithms and techniques have been proven to be very challenging. Adaptive bitrate streaming method can detect a user's network bandwidth availability in real time and then adjustthe quality of a video stream accordingly. Although this method brings in many advantages, it suffers from additional storage and encoding costs, and challenges with maintaining quality globally. We propose NBS (a Network-Bandwidth-aware streaming version Switcher) system for video streaming applications. Compared with adaptive bitrate streaming method, our method is a lightweight oneby switching among different versions (e.g., high quality, medium quality, low quality) that a video streaming server provides. Moreover, our method works in an appropriate way that can balance both the responsiveness and the stability. On one hand, responsiveness is necessary because adaptive actions should be taken in a real-time manner to sustain the live streaming when the network bandwidth changes. On the other hand, too sensitive actions will deteriorate the stability and affect the perceptual quality. NBS is developed based on a feedback fuzzy controller to support the dynamic and adaptive switching. Comparing with the traditional control approaches, the fuzzy logic enables NBS to enjoy much better responsiveness and stability. We have conducted comprehensive experiments to evaluate our approach and the experimental results show that the proposed approach can effectively up-scaling or down-scaling the quality of the stream according to the network bandwidth availability by a smooth and nearly unnoticeable switch without disrupting the continuous playback.
基于模糊逻辑控制的移动流媒体应用的网络带宽感知流版本切换器
对于时变网络带宽容量下的视频流应用,在许多现实场景中通常需要良好的服务质量,例如,在典型的高速车辆环境中进行流媒体。然而,开发使能算法和技术已被证明是非常具有挑战性的。自适应比特率流可以实时检测用户网络带宽的可用性,并据此调整视频流的质量。尽管这种方法带来了许多优点,但它存在额外的存储和编码成本,以及在全球范围内保持质量的挑战。我们提出了NBS(网络带宽感知流版本切换器)系统视频流应用。与自适应比特率流相比,我们的方法是轻量级的,可以在视频流服务器提供的不同版本(如高质量、中质量、低质量)之间进行切换。此外,我们的方法以一种适当的方式工作,可以平衡响应性和稳定性。一方面,响应性是必要的,因为当网络带宽发生变化时,需要实时地采取自适应动作来维持直播。另一方面,过于敏感的动作会降低稳定性,影响感知质量。NBS是基于反馈模糊控制器开发的,以支持动态和自适应切换。与传统的控制方法相比,模糊逻辑使NBS具有更好的响应性和稳定性。我们进行了全面的实验来评估我们的方法,实验结果表明,所提出的方法可以根据网络带宽的可用性,通过平滑和几乎不明显的切换,有效地放大或缩小流的质量,而不会中断连续播放。
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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