Please wait a minute...
 首页  期刊介绍 期刊订阅 联系我们
 
最新录用  |  预出版  |  当期目录  |  过刊浏览  |  阅读排行  |  下载排行  |  引用排行  |  百年期刊
Journal of Tsinghua University(Science and Technology)    2017, Vol. 57 Issue (10) : 1056-1062     DOI: 10.16511/j.cnki.qhdxxb.2017.25.045
COMPUTER SCIENCE AND TECHNOLOGY |
Fast Nash bargaining algorithm for resource scheduling problems with a large number of media streaming channels
LIU Yang, WEI Wei
College of Information Science and Engineering, Henan University of Technology, Zhengzhou 450001, China
Download: PDF(1427 KB)  
Export: BibTeX | EndNote | Reference Manager | ProCite | RefWorks    
Abstract  The servers in large media streaming systems need to handle a large number of requests from all around the world. However, due to the increasing dynamic media content and because existing cloud-based architectures cannot provide enough benefits, the service provider needs to utilize a hybrid architecture composed of a content delivery network with private and cloud data centers to provide sufficient quality of service while reducing costs. This paper describes a general resource scheduling problem for this scenario for a hybrid cloud, which is then transformed into a Nash bargaining problem. A fast Nash bargaining algorithm is given based on a geometrical perspective of the problem. Tests show that the algorithm improves the quality of service and reduces expenses by about 40% compared with a traditional hybrid architecture, so it can effectively handle large amounts of dynamic media content.
Keywords streaming media      cloud computing      hybrid cloud      resource scheduling      Nash bargaining     
ZTFLH:  TP301.6  
Issue Date: 15 October 2017
Service
E-mail this article
E-mail Alert
RSS
Articles by authors
LIU Yang
WEI Wei
Cite this article:   
LIU Yang,WEI Wei. Fast Nash bargaining algorithm for resource scheduling problems with a large number of media streaming channels[J]. Journal of Tsinghua University(Science and Technology), 2017, 57(10): 1056-1062.
URL:  
http://jst.tsinghuajournals.com/EN/10.16511/j.cnki.qhdxxb.2017.25.045     OR     http://jst.tsinghuajournals.com/EN/Y2017/V57/I10/1056
  
  
  
  
  
  
  
  
  
[1] QIU Xuanjia, LI Hongxing, WU Chuan, et al. Dynamic scaling of VoD services into hybrid clouds with cost minimization and QoS guarantee[C]//Proceedings of the IEEE International Conference on Packet Video Workshop. Piscataway, NJ, USA:IEEE, 2012:137-142.
[2] YOU Kun, TANG Bin, QIAN Zhuzhong, et al. QoS-aware placement of stream processing service[J]. The Journal of Supercomputing, 2013, 64(3):919-941.
[3] WANG Feng, LIU Jiangchuan, CHEN Minghua. Calms:Cloud assisted live media streaming for globalized demands with time/region diversities[C]//Proceedings of the IEEE International Conference on Computer Communications. Piscataway, NJ, USA:IEEE, 2012:199-207.
[4] WU Yu, WU Chuan, LI Bo, et al. Cloudmedia:When cloud on demand meets video on demand[C]//Proceedings of the IEEE Conference on Distributed Computing Systems. Piscataway, NJ, USA:IEEE, 2011:268-277.
[5] DENG Da, LU Zhihui, FANG Wei, et al. Cloud stream media:A cloud assistant global video on demand leasing scheme[C]//Proceedings of the IEEE Conference on Services Computing. Piscataway, NJ, USA:IEEE, 2013:486-493.
[6] LI Haitao, ZHONG Lili, LIU Jiangchuan, et al. Cost effective partial migration of VoD services to content clouds[C]//Proceedings of the IEEE Conference on Cloud Computing. Piscataway, NJ, USA:IEEE, 2011:203-210.
[7] 黄永锋, 董永强, 张三峰, 等. 数据中心间空闲带宽感知的内容分发算法[J]. 通信学报, 2013, 34(7):24-33. HUANG Yongfeng, DONG Yongqiang, ZHANG Sanfeng, et al. Leftover bandwidth-aware peer selection algorithm for inter-datacenter content distribution[J]. Journal on Communications, 2013, 34(7):24-33. (in Chinese)
[8] Broberg J, Buyya R, Tari Z. Metacdn:Harnessing storage clouds for high performance content delivery[J]. Journal of Network and Computer Applications, 2009, 32(5):1012-1022.
[9] QIU Xuanjia, LI Hongxing, WU Chuan, et al. Cost-minimizing dynamic migration of content distribution services into hybrid clouds[C]//Proceedings of the IEEE International Conference on Computer Communications. Piscataway, NJ, USA:IEEE, 2012:2571-2575.
[10] CHEN Fangfei, GUO Katherine, LIN John, et al. Intra-cloud lightning:Building CDNs in the cloud[C]//Proceedings of the IEEE International Conference on Computer Communications. Piscataway, NJ, USA:IEEE, 2012:433-441.
[11] 何智聪, 谷光昭, 王新, 等. 基于可重构路由器上缓存的流媒体协作分发策略[J]. 通信学报, 2012, 33(6):82-90. HE Zhicong, GU Guangzhao, WANG Xin, et al. Novel cooperative caching strategies for video streaming distribution based on reconfiguration routers[J]. Journal on Communications, 2012, 33(6):82-90. (in Chinese)
[12] 周景才, 张沪寅, 查文亮, 等. 云计算环境下基于用户行为特征的资源分配策略[J]. 计算机研究与发展, 2014, 51(5):1108-1119. ZHOU Jingcai, ZHANG Huyin, CHA Wenliang, et al. User-aware resource provision policy for cloud computing[J]. Journal of Computer Research and Development, 2014, 51(5):1108-1119. (in Chinese)
[13] 唐卓, 朱敏, 杨黎, 等. 云环境中面向随机任务的用户效用优化模型[J]. 计算机研究与发展, 2014, 51(5):1120-1128. TANG Zhuo, ZHU Min, YANG Li, et al. Random task-oriented user utility optimization model in the cloud environment[J]. Journal of Computer Research and Development, 2014, 51(5):1120-1128. (in Chinese)
[14] TAN B, Massoulie L. Optimal content placement for peer-to-peer video-on-demand systems[C]//Proceedings of the IEEE International Conference on Computer Communications. Piscataway, NJ, USA:IEEE, 2012:694-702.
[15] Nicolas L S, Christoph N, Gilles S T. Cache policies for cloud-based systems:To keep or not to keep[C]//Proceedings of the IEEE Conference on Cloud Computing. Piscataway, NJ, USA:IEEE, 2014:1-8.
[16] HUANG Zixia, MEI Cao, LI Li Erran, et al. Cloudstream:Delivering high-quality streaming videos through a cloud-based svc proxy[C]//Proceedings of the IEEE International Conference on Computer Communications. Piscataway, NJ, USA:IEEE, 2011:201-205.
[17] Meeyoung C, Haewoon K, Pablo R, et al. I tube, you tube, everybody tubes:Analyzing the world's largest user generated content video system[C]//Proceedings of the ACM Sepecial Interest Group on Data Communication Conference on Internet Measurement. New York, NY, USA:ACM, 2007:1-14.
[18] Karlof J K. Integer Programming:Theory and Practice[M]. Boca Raton:CRC Press, 2005.
[19] 黄丽亚, 刘臣, 王锁萍. 改进的认知无线电频谱共享博弈模型[J]. 通信学报, 2010, 31(2):136-140. HUANG Liya, LIU Chen, WANG Suoping. Improved spectrum sharing model in cognitive radios based on game theory[J]. Journal on Communications, 2010, 31(2):136-140. (in Chinese)
[20] 饶翔, 张顺颐, 孙雁飞, 等. 基于预判与合作博弈的下一代网络资源优化分配方法[J]. 通信学报, 2009, 30(4):60-65. RAO Xiang, ZHANG Shunyi, SUN Yanfei, et al. Next generation network resource allocation method based on cooperative game and decision-making in advance[J]. Journal on Communications, 2009, 30(4):60-65. (in Chinese)
[21] Baron R, Durieu J, Haller H, et al. Finding a Nash equilibrium in spatial games is an NP-complete problem[J]. Economic Theory, 2004, 23(2):445-454.
[22] Wong K K L. A geometrical perspective for the bargaining problem[J]. Plos One, 2010, 5(4):1-11.
[1] CAO Laicheng, LI Yuntao, WU Rong, GUO Xian, FENG Tao. Multi-key privacy protection decision tree evaluation scheme[J]. Journal of Tsinghua University(Science and Technology), 2022, 62(5): 862-870.
[2] LI Qing, FAN Yiping, LI Dachuan, JIANG Xin, LIU Enyu, CHEN Jia. Architecture of a microservice-based flight management system simulation[J]. Journal of Tsinghua University(Science and Technology), 2020, 60(7): 589-596.
[3] WANG Kai, LIU Ronghua, WEI Jiahua, LIU Qi, WANG Guangqian. Model integration methods in the hydro-modeling platform (HydroMP) based on cloud computing[J]. Journal of Tsinghua University(Science and Technology), 2019, 59(12): 1006-1015.
[4] LI Taoshen, LIU Qing, HUANG Ruwei. Multi-user fully homomorphic encryption scheme based on proxy re-encryption for cloud computing[J]. Journal of Tsinghua University(Science and Technology), 2018, 58(2): 143-149.
[5] LIU Jinzhao, ZHOU Yuezhi, ZHANG Yaoxue. Wavelet-based approach for anomaly detection of online services in cloud computing systems[J]. Journal of Tsinghua University(Science and Technology), 2017, 57(5): 550-554.
[6] LI Yu, ZHAO Yong, GUO Xiaodong, LIU Guole. An assurance model for accesscontrol on cloud computing systems[J]. Journal of Tsinghua University(Science and Technology), 2017, 57(4): 432-436.
[7] WANG Yuding, YANG Jiahai. Data access control model based on data's role and attributes for cloud computing[J]. Journal of Tsinghua University(Science and Technology), 2017, 57(11): 1150-1158.
[8] Ronghua LIU, Jiahua WEI, Yanzhang WENG, Guangqian WANG, Shuang TANG. HydroMP: A cloud computing based platform for hydraulic modeling and simulation service[J]. Journal of Tsinghua University(Science and Technology), 2014, 54(5): 575-583.
[9] Zhihua WANG, Haibo PANG, Zhanbo LI. Access control for Hadoop-based cloud computing[J]. Journal of Tsinghua University(Science and Technology), 2014, 54(1): 53-59.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
Copyright © Journal of Tsinghua University(Science and Technology), All Rights Reserved.
Powered by Beijing Magtech Co. Ltd