Institute of Computing Technology, Chinese Academy IR
Efficient Upstream Bandwidth Multiplexing for Cloud Video Recording Services | |
He, Jian1,2; Wu, Di1,2; Xie, Xueyan1,2; Chen, Min3; Li, Yong4; Zhang, Guoqing5 | |
2016-10-01 | |
发表期刊 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY |
ISSN | 1051-8215 |
卷号 | 26期号:10页码:1893-1906 |
摘要 | The upsurge of cloud video recording (CVR) has gained increasing attention from the general public and entrepreneurs. With live video records archived in the cloud, the CVR paradigm enables various smart services by keeping track of activities in the monitored region from anywhere at any time. However, the limited upstream bandwidth affects the quality of surveillance when multiple distributed cameras share the same upstream link. To solve the problem, this paper proposes an efficient upstream bandwidth multiplexing algorithm to intelligently allocate upstream bandwidth for each live video stream while maximizing the overall utility from the perspective of a CVR user. Specifically, we formulate the upstream bandwidth multiplexing problem as a constrained stochastic optimization problem, and apply the technique of hierarchical approximation to solve it efficiently. Our algorithm can be extended to take the priority of video streams into account and allocate more upstream bandwidth to video streams with higher priorities. We explicitly prove the approximation ratio of the proposed algorithm. In addition, we also conduct extensive trace-driven simulations to verify the effectiveness of our algorithm. The simulation results show that our algorithm improves the overall CVR user utility by over 20% compared with other alternatives, and the average utility per bandwidth unit is guaranteed to be stable even when the number of video streams increases. |
关键词 | Adaptive streaming allocation optimization bandwidth multiplexing cloud video recording (CVR) |
DOI | 10.1109/TCSVT.2015.2475875 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Science Foundation of China[61174152] ; National Science Foundation of China[61272397] ; National Science Foundation of China[61331008] ; National Science Foundation of China[61572538] ; Guangdong Natural Science Funds for Distinguished Young Scholar[S20120011187] ; Basic Research Program of China (973 Program)[2011CB302505] ; Innovation Team through Guangdong Scientific Bureau, China[201001D0104726115] |
WOS研究方向 | Engineering |
WOS类目 | Engineering, Electrical & Electronic |
WOS记录号 | WOS:000385732700009 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/7997 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Wu, Di |
作者单位 | 1.Sun Yat Sen Univ, Dept Comp Sci, Guangzhou 510006, Guangdong, Peoples R China 2.SYSU CMU Shunde Int Joint Res Inst, Foshan 528300, Peoples R China 3.Huazhong Univ Sci & Technol, Sch Comp Sci & Technol, Wuhan 430074, Peoples R China 4.Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China 5.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | He, Jian,Wu, Di,Xie, Xueyan,et al. Efficient Upstream Bandwidth Multiplexing for Cloud Video Recording Services[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2016,26(10):1893-1906. |
APA | He, Jian,Wu, Di,Xie, Xueyan,Chen, Min,Li, Yong,&Zhang, Guoqing.(2016).Efficient Upstream Bandwidth Multiplexing for Cloud Video Recording Services.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,26(10),1893-1906. |
MLA | He, Jian,et al."Efficient Upstream Bandwidth Multiplexing for Cloud Video Recording Services".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 26.10(2016):1893-1906. |
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