从全球视角看星际链路视频流的过去、现在和未来

Liz Izhikevich, Reese Enghardt, Te-Yuan Huang, Renata Teixeira
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引用次数: 0

摘要

本研究利用来自 85 个国家 100 多万个家庭的数据,首次对低地球轨道(LEO)卫星网络上的点播视频流进行了全球性分析。我们强调了 Starlink 作为主要低地轨道提供商的作用,它增强了服务不足地区的连接性。我们的研究结果表明,虽然 Starlink 上的整体视频质量与传统网络不相上下,但低地轨道条件固有的多变性(如吞吐量波动和数据包丢失)导致比特率开关和缓冲器的增加。为了进一步改善 LEO 社区的体验质量,我们通过在超过一百万个家庭中部署的模拟和实际 A/B 测试,对现有的拥塞控制和自适应比特率流算法进行了改进。我们的研究结果突出表明,视频流和拥塞控制算法需要适应快速发展的网络环境,以确保在多样化的动态网络类型中提供高质量的服务。
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A Global Perspective on the Past, Present, and Future of Video Streaming over Starlink
This study presents the first global analysis of on-demand video streaming over Low Earth Orbit (LEO) satellite networks, using data from over one million households across 85 countries. We highlight Starlink's role as a major LEO provider, enhancing connectivity in underserved regions. Our findings reveal that while overall video quality on Starlink matches that of traditional networks, the inherent variability in LEO conditions -- such as throughput fluctuations and packet loss -- leads to an increase in bitrate switches and rebuffers. To further improve the quality of experience for the LEO community, we manipulate existing congestion control and adaptive bitrate streaming algorithms using simulation and real A/B tests deployed on over one million households. Our results underscore the need for video streaming and congestion control algorithms to adapt to rapidly evolving network landscapes, ensuring high-quality service across diverse and dynamic network types.
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