CSpace  > 中国科学院计算技术研究所期刊论文  > 英文
Optimized Preference-Aware Multi-Path Video Streaming with Scalable Video Coding
Elgabli, Anis1; Liu, Ke2,3; Aggarwal, Vaneet3
2020
发表期刊IEEE TRANSACTIONS ON MOBILE COMPUTING
ISSN1536-1233
卷号19期号:1页码:159-172
摘要Most client hosts are equipped with multiple network interfaces (e.g., WiFi and cellular networks). Simultaneous access of multiple interfaces can significantly improve the users' quality of experience (QoE) in video streaming. An intuitive approach to achieve it is to use Multi-path TCP (MPTCP). However, the deployment of MPTCP, especially with link preference, requires OS kernel update at both the client and server side, and a vast amount of commercial content providers do not support MPTCP. Thus, in this paper, we realize a multi-path video streaming algorithm in the application layer instead, by considering Scalable Video Coding (SVC), where each layer of every chunk can be fetched from only one of the orthogonal paths. We formulate the quality decisions of video chunks subject to the available bandwidth of the different paths, chunk deadlines, and link preferences as an optimization problem. The objective is to to optimize a QoE metric that maintains a tradeoff between maximizing the playback rate of every chunk and ensuring fairness among chunks. The proposed metric prefers to use bandwidth of the links to optimize a concave utility function of the chunk quality. Even though the formulation is a non-convex discrete optimization, we provide a quadratic complexity algorithm which is shown to be optimal in some special cases. We further propose an online algorithm where several challenges including bandwidth prediction errors, are addressed. Extensive emulated experiments in a real testbed with real traces of public dataset reveal the robustness of our scheme and demonstrate its significant performance improvement compared to other multi-path algorithms.
关键词Static VAr compensators Streaming media Prediction algorithms Bandwidth Video coding Quality of experience Optimization Video streaming multi-path scalable video coding video quality stall duration multi-path TCP non convex optimization
DOI10.1109/TMC.2018.2889039
收录类别SCI
语种英语
资助项目US National Science Foundation[CCF-1527486] ; US National Science Foundation[CNS-1618335] ; National Natural Science Foundation of China (NSFC)[61502459]
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Telecommunications
WOS记录号WOS:000502276200012
出版者IEEE COMPUTER SOC
引用统计
被引频次:23[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/14985
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Aggarwal, Vaneet
作者单位1.Univ Oulu, Ctr Wireless Commun, Oulu 90014, Finland
2.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
3.Purdue Univ, Sch Ind Engn, W Lafayette, IN 47907 USA
推荐引用方式
GB/T 7714
Elgabli, Anis,Liu, Ke,Aggarwal, Vaneet. Optimized Preference-Aware Multi-Path Video Streaming with Scalable Video Coding[J]. IEEE TRANSACTIONS ON MOBILE COMPUTING,2020,19(1):159-172.
APA Elgabli, Anis,Liu, Ke,&Aggarwal, Vaneet.(2020).Optimized Preference-Aware Multi-Path Video Streaming with Scalable Video Coding.IEEE TRANSACTIONS ON MOBILE COMPUTING,19(1),159-172.
MLA Elgabli, Anis,et al."Optimized Preference-Aware Multi-Path Video Streaming with Scalable Video Coding".IEEE TRANSACTIONS ON MOBILE COMPUTING 19.1(2020):159-172.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Elgabli, Anis]的文章
[Liu, Ke]的文章
[Aggarwal, Vaneet]的文章
百度学术
百度学术中相似的文章
[Elgabli, Anis]的文章
[Liu, Ke]的文章
[Aggarwal, Vaneet]的文章
必应学术
必应学术中相似的文章
[Elgabli, Anis]的文章
[Liu, Ke]的文章
[Aggarwal, Vaneet]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。