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网络传输公平性测量与算法设计:视频应用案例
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作者 王子逸 胡晓宇 +4 位作者 王歆 张行功 曹振 郑凯 崔勇 《计算机研究与发展》 EI CSCD 北大核心 2023年第4期810-827,共18页
算网融合以计算为中心、网络为根基,通过网络连接异构计算节点,实现算网资源的高效分配与调度.关于竞争流之间资源共享的公平性问题是算网融合的重要研究方向.作为算网融合的典型场景,视频应用正变得越来越重要,但人们对于它们是否以及... 算网融合以计算为中心、网络为根基,通过网络连接异构计算节点,实现算网资源的高效分配与调度.关于竞争流之间资源共享的公平性问题是算网融合的重要研究方向.作为算网融合的典型场景,视频应用正变得越来越重要,但人们对于它们是否以及在多大程度上遵守公平性原则知之甚少.在高度多样化的网络环境和缺乏自动化测量工具的情况下,公平性测量研究面临着巨大的挑战.通过测量典型视频应用Zoom的竞争行为来研究这个问题发现,资源竞争行为是复杂多变的,Zoom在不同的场景下有着不同的资源抢占行为.为了深入理解这些竞争行为,开发了自动化工具并进行测量以了解其用户体验(QoE)指标,包括端到端视频/音频时延、视频帧率和视频质量等.Zoom使用抢占带宽的策略来保证自身应用的用户体验.为了追求更好的用户体验,Zoom往往会自私地发送过多的冗余数据包来应对异常的网络情况,其中一些是不必要的.为此,设计一种能够在用户体验和公平性目标之间取得平衡的传输算法是非常重要的.提出了算法QLibra,并通过实验证明它可以有效保障上层应用的用户体验并且对竞争流无害. 展开更多
关键词 算网融合 公平性测量 算法设计 网络传输 视频应用
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Markov Based Rate Adaption Approach for Live Streaming over HTTP/2
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作者 XIE Lan zhang xinggong +1 位作者 HUANG Cheng DONG Zhenjiang 《ZTE Communications》 2018年第2期37-41,共5页
Dynamic adaptive streaming over HTTP (DASH) has been widely deployed. However, large latency in HTTP/1.1 cannot meet the requirements of live streaming. Data- pushing in HTFP/2 is emerging as a promising technology.... Dynamic adaptive streaming over HTTP (DASH) has been widely deployed. However, large latency in HTTP/1.1 cannot meet the requirements of live streaming. Data- pushing in HTFP/2 is emerging as a promising technology. For video live over HTTP/2, new challenges arise due to both low-delay and small buffer constraints. In this paper, we study the rate adaption problem over HTFP/2 with the aim to improve the quality of experience (QoE) of live streaming. To track the dynamic characteristics of the streaming system, a Markov-theoretical approach is employed. System variables are taken into account to describe the system state, by which the system transi- tion probability is derived. Moreover, we design a dynamic reward function considering both the quality of user experience and dynamic system variables. Therefore, the rate adaption problem is formulated into a Markov decision based optimization problem and the best streaming policy is obtained. At last, the effectiveness of our proposed rate adaption scheme is demonstrated by numerous experiment results. 展开更多
关键词 DASH LIVE rate adaption Markov decision
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Quality Assessment and Measurement for Internet Video Streaming 被引量:1
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作者 zhang xinggong XIE Lan GUO Zongming 《ZTE Communications》 2019年第1期12-17,共6页
Benefiting from the improvements of Internet infrastructure and video coding technology, online video services are becoming a new favorite form of video entertainment.However, most of the existing video quality assess... Benefiting from the improvements of Internet infrastructure and video coding technology, online video services are becoming a new favorite form of video entertainment.However, most of the existing video quality assessment methods are designed for broadcasting/cable televisions and it is still an open issue how to assess and measure the quality of online video services. In this paper, we survey the state-of-the-art video streaming technologies, and present a framework of quality assessment and measurement for Internet video streaming. This paper introduces several metrics for user's quality of experience(QoE).These QoE metrics are classified into two categories: objective metrics and subjective metrics. It is different for service participators to measure objective and subjective metrics.The QoE measurement methodologies consist of client-side, server-side, and in-network measurement. 展开更多
关键词 Internet VIDEO STREAMING QOE QOE assessment and MEASUREMENT HTTP ADAPTIVE STREAMING
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