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Issue No.06 - June (2013 vol.24)
pp: 1107-1117
Zhen Xiao , Peking University, Beijing
Weijia Song , Peking University, Beijing
Qi Chen , Peking University, Beijing
Cloud computing allows business customers to scale up and down their resource usage based on needs. Many of the touted gains in the cloud model come from resource multiplexing through virtualization technology. In this paper, we present a system that uses virtualization technology to allocate data center resources dynamically based on application demands and support green computing by optimizing the number of servers in use. We introduce the concept of "skewness” to measure the unevenness in the multidimensional resource utilization of a server. By minimizing skewness, we can combine different types of workloads nicely and improve the overall utilization of server resources. We develop a set of heuristics that prevent overload in the system effectively while saving energy used. Trace driven simulation and experiment results demonstrate that our algorithm achieves good performance.
Servers, Resource management, Prediction algorithms, Green products, Load modeling, Algorithm design and analysis, Computational modeling, green computing, Cloud computing, resource management, virtualization
Zhen Xiao, Weijia Song, Qi Chen, "Dynamic Resource Allocation Using Virtual Machines for Cloud Computing Environment", IEEE Transactions on Parallel & Distributed Systems, vol.24, no. 6, pp. 1107-1117, June 2013, doi:10.1109/TPDS.2012.283
[1] M. Armbrust et al., "Above the Clouds: A Berkeley View of Cloud Computing," technical report, Univ. of California, Berkeley, Feb. 2009.
[2] L. Siegele, "Let It Rise: A Special Report on Corporate IT," The Economist, vol. 389, pp. 3-16, Oct. 2008.
[3] P. Barham, B. Dragovic, K. Fraser, S. Hand, T. Harris, A. Ho, R. Neugebauer, I. Pratt, and A. Warfield, "Xen and the Art of Virtualization," Proc. ACM Symp. Operating Systems Principles (SOSP '03), Oct. 2003.
[4] "Amazon elastic compute cloud (Amazon EC2)," http://aws. amazon.comec2/, 2012.
[5] C. Clark, K. Fraser, S. Hand, J.G. Hansen, E. Jul, C. Limpach, I. Pratt, and A. Warfield, "Live Migration of Virtual Machines," Proc. Symp. Networked Systems Design and Implementation (NSDI '05), May 2005.
[6] M. Nelson, B.-H. Lim, and G. Hutchins, "Fast Transparent Migration for Virtual Machines," Proc. USENIX Ann. Technical Conf., 2005.
[7] M. McNett, D. Gupta, A. Vahdat, and G.M. Voelker, "Usher: An Extensible Framework for Managing Clusters of Virtual Machines," Proc. Large Installation System Administration Conf. (LISA '07), Nov. 2007.
[8] T. Wood, P. Shenoy, A. Venkataramani, and M. Yousif, "Black-Box and Gray-Box Strategies for Virtual Machine Migration," Proc. Symp. Networked Systems Design and Implementation (NSDI '07), Apr. 2007.
[9] C.A. Waldspurger, "Memory Resource Management in VMware ESX Server," Proc. Symp. Operating Systems Design and Implementation (OSDI '02), Aug. 2002.
[10] G. Chen, H. Wenbo, J. Liu, S. Nath, L. Rigas, L. Xiao, and F. Zhao, "Energy-Aware Server Provisioning and Load Dispatching for Connection-Intensive Internet Services," Proc. USENIX Symp. Networked Systems Design and Implementation (NSDI '08), Apr. 2008.
[11] P. Padala, K.-Y. Hou, K.G. Shin, X. Zhu, M. Uysal, Z. Wang, S. Singhal, and A. Merchant, "Automated Control of Multiple Virtualized Resources," Proc. ACM European conf. Computer Systems (EuroSys '09), 2009.
[12] N. Bobroff, A. Kochut, and K. Beaty, "Dynamic Placement of Virtual Machines for Managing SLA Violations," Proc. IFIP/IEEE Int'l Symp. Integrated Network Management (IM '07), 2007.
[13] "TPC-W: Transaction Processing Performance Council," http://www.tpc.orgtpcw/, 2012.
[14] J.S. Chase, D.C. Anderson, P.N. Thakar, A.M. Vahdat, and R.P. Doyle, "Managing Energy and Server Resources in Hosting Centers," Proc. ACM Symp. Operating System Principles (SOSP '01), Oct. 2001.
[15] C. Tang, M. Steinder, M. Spreitzer, and G. Pacifici, "A Scalable Application Placement Controller for Enterprise Data Centers," Proc. Int'l World Wide Web Conf. (WWW '07), May 2007.
[16] M. Zaharia, A. Konwinski, A.D. Joseph, R.H. Katz, and I. Stoica, "Improving MapReduce Performance in Heterogeneous Environments," Proc. Symp. Operating Systems Design and Implementation (OSDI '08), 2008.
[17] M. Isard, V. Prabhakaran, J. Currey, U. Wieder, K. Talwar, and A. Goldberg, "Quincy: Fair Scheduling for Distributed Computing Clusters," Proc. ACM Symp. Operating System Principles (SOSP '09), Oct. 2009.
[18] M. Zaharia, D. Borthakur, J. Sen Sarma, K. Elmeleegy, S. Shenker, and I. Stoica, "Delay Scheduling: A Simple Technique for Achieving Locality and Fairness in Cluster Scheduling," Proc. European Conf. Computer Systems (EuroSys '10), 2010.
[19] T. Sandholm and K. Lai, "Mapreduce Optimization Using Regulated Dynamic Prioritization," Proc. Int'l Joint Conf. Measurement and Modeling of Computer Systems (SIGMETRICS '09), 2009.
[20] A. Singh, M. Korupolu, and D. Mohapatra, "Server-Storage Virtualization: Integration and Load Balancing in Data Centers," Proc. ACM/IEEE Conf. Supercomputing, 2008.
[21] Y. Toyoda, "A Simplified Algorithm for Obtaining Approximate Solutions to Zero-One Programming Problems," Management Science, vol. 21, pp. 1417-1427, Aug. 1975.
[22] R. Nathuji and K. Schwan, "Virtualpower: Coordinated Power Management in Virtualized Enterprise Systems," Proc. ACM SIGOPS Symp. Operating Systems Principles (SOSP '07), 2007.
[23] D. Meisner, B.T. Gold, and T.F. Wenisch, "Powernap: Eliminating Server Idle Power," Proc. Int'l Conf. Architectural Support for Programming Languages and Operating Systems (ASPLOS '09), 2009.
[24] Y. Agarwal, S. Hodges, R. Chandra, J. Scott, P. Bahl, and R. Gupta, "Somniloquy: Augmenting Network Interfaces to Reduce Pc Energy Usage," Proc. USENIX Symp. Networked Systems Design and Implementation (NSDI '09), 2009.
[25] T. Das, P. Padala, V.N. Padmanabhan, R. Ramjee, and K.G. Shin, "Litegreen: Saving Energy in Networked Desktops Using Virtualization," Proc. USENIX Ann. Technical Conf., 2010.
[26] Y. Agarwal, S. Savage, and R. Gupta, "Sleepserver: A Software-Only Approach for Reducing the Energy Consumption of PCS within Enterprise Environments," Proc. USENIX Ann. Technical Conf., 2010.
[27] N. Bila, E.d. Lara, K. Joshi, H.A. Lagar-Cavilla, M. Hiltunen, and M. Satyanarayanan, "Jettison: Efficient Idle Desktop Consolidation with Partial VM Migration," Proc. ACM European Conf. Computer Systems (EuroSys '12), 2012.
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