Rate adaptation strategy for video streaming over multiple wireless access networks

Min Xing, Siyuan Xiang, Lin X. Cai
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引用次数: 23

Abstract

Video streaming is gaining popularity among mobile users. The latest mobile devices, such as smart phones and tablets are equipped with multiple wireless network interfaces. How to efficiently and cost-effectively utilize multiple links to improve the video streaming quality needs to be investigated. In order to maintain high video streaming quality while reduce the wireless service cost, in this paper, the optimal video streaming process with multiple links is formulated as a Markov Decision Process (MDP). The reward function is designed to consider the quality of experience (QoE) requirements for video traffic, such as the interruption rate, average playback quality, playback smoothness and wireless service cost. Using dynamic programming, the MDP can be solved to obtain the optimal streaming policy. To evaluate the performance of the proposed multi-link rate adaptation (MLRA) algorithm, we implement a testbed using the Android mobile phone and the open-source X264 video codec. Experimental results demonstrate the feasibility and effectiveness of the proposed MLRA algorithm for mobile video streaming applications, which outperforms the existing state-of-the-art one.
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多无线接入网络视频流的速率自适应策略
视频流媒体在移动用户中越来越受欢迎。最新的移动设备,如智能手机和平板电脑,都配备了多个无线网络接口。如何高效、经济地利用多链路来提高视频流的质量是一个需要研究的问题。为了在保持高视频流质量的同时降低无线业务成本,本文将多链路的最优视频流过程表述为马尔可夫决策过程(Markov Decision process, MDP)。奖励函数的设计考虑了视频流量对体验质量(QoE)的要求,如中断率、平均播放质量、播放平滑度和无线服务成本。利用动态规划方法求解MDP,得到最优流策略。为了评估所提出的多链路速率自适应(MLRA)算法的性能,我们在Android手机和开源的X264视频编解码器上实现了一个测试平台。实验结果表明,本文提出的MLRA算法在移动视频流应用中的可行性和有效性,优于现有的最先进算法。
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