A Hybrid Model of the Akamai Adaptive Streaming Control System

L. D. Cicco, G. Cofano, S. Mascolo
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引用次数: 10

Abstract

Abstract Video streaming is becoming the application generating the largest fraction of the Internet traffic. Adaptive video streaming adds to classic video streaming the feature of dynamically adapting the video bitrate to track the time-varying network available bandwidth, avoid playback interruptions and ensure the delivery of the best video quality. In this paper we focus on the adaptive video streaming control system employed by Akamai, a major CDN operator whose video delivery system is used by several video streaming platforms, including Livestream. Differently from the typical client-side control, Akamai employs an interesting and unique hybrid client/server control architecture. Our purpose is to derive and validate a closed loop mathematical model of the control system, which turns out to be a hybrid automaton. The model is then analyzed to derive key properties which can be used to properly tune the controller parameters.
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Akamai自适应流控制系统的混合模型
视频流正在成为互联网流量中产生最大份额的应用。自适应视频流为经典视频流增加了动态调整视频比特率以跟踪时变网络可用带宽的功能,避免播放中断并确保提供最佳视频质量。在本文中,我们重点关注Akamai采用的自适应视频流控制系统,Akamai是一家主要的CDN运营商,其视频交付系统被多个视频流平台使用,包括Livestream。与典型的客户端控件不同,Akamai采用了一种有趣且独特的混合客户端/服务器控件体系结构。我们的目的是推导和验证控制系统的闭环数学模型,结果是一个混合自动机。然后对模型进行分析,得出可用于适当调整控制器参数的关键属性。
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