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Issue No.01 - Jan. (2014 vol.25)
pp: 200-211
Yuan Yao , Univ. of Southern California, Los Angeles, CA, USA
Longbo Huang , Tsinghua Univ., Beijing, China
Abhishek B. Sharma , NEC Labs. America, Inc., Princeton, NJ, USA
Leana Golubchik , Univ. of Southern California, Los Angeles, CA, USA
Michael J. Neely , Univ. of Southern California, Los Angeles, CA, USA
This paper considers a stochastic optimization approach for job scheduling and server management in large-scale, geographically distributed data centers. Randomly arriving jobs are routed to a choice of servers. The number of active servers depends on server activation decisions that are updated at a slow time scale, and the service rates of the servers are controlled by power scaling decisions that are made at a faster time scale. We develop a two-time-scale decision strategy that offers provable power cost and delay guarantees. The performance and robustness of the approach is illustrated through simulations.
Servers, Delay, Optimization, Distributed databases, Algorithm design and analysis, Vectors, Routing,performance analysis, Power management, data center, stochastic optimization
Yuan Yao, Longbo Huang, Abhishek B. Sharma, Leana Golubchik, Michael J. Neely, "Power Cost Reduction in Distributed Data Centers: A Two-Time-Scale Approach for Delay Tolerant Workloads", IEEE Transactions on Parallel & Distributed Systems, vol.25, no. 1, pp. 200-211, Jan. 2014, doi:10.1109/TPDS.2012.341
[1] www.gizmodo.com5517041/, 2013.
[2] A. Qureshi, R. Weber, H. Balakrishnan, J. Guttag, and B. Maggs, "Cutting the Electric Bill for Internet-Scale Systems," Proc. ACM SIGCOMM Conf. Data Communication (SIGCOMM '09), 2009.
[3] Z. Liu, A. Wierman, S. Low, and L. Andrew, "Greening Geographical Load Balancing," Proc. ACM SIGMETRICS Joint Int'l Conf. Measurement and Modeling of Computer Systems (SIGMETRICS '11), 2011.
[4] M. Lin, A. Wierman, L. Andrew, and E. Thereska, "Dynamic Right-Sizing for Power-Proportional Data Centers," Proc. IEEE INFOCOM, 2011.
[5] A. Wierman, L. Andrew, and A. Tang, "Power-Aware Speed Scaling in Processor Sharing Systems," Proc. IEEE INFOCOM, 2009.
[6] R. Stanojevic and R. Shorten, "Distributed Dynamic Speed Scaling," Proc. IEEE INFOCOM, 2010.
[7] A. Gandhi, V. Gupta, M. Harchol-Balter, and A. Kozuch, "Optimality Analysis of Energy-Performance Trade-Off for Server Farm Management," Performance Evaluation, vol. 67, pp. 1155-1171, Nov. 2010.
[8] L. Tassiulas and A. Ephremides, "Stability Properties of Constrained Queueing Systems and Scheduling Policies for Maximum Throughput in Multihop Radio Networks," IEEE Trans. Automatic Control, vol. 37, no. 12, pp. 1936-1949, Dec. 1992.
[9] A.K. Mishra, J.L. Hellerstein, W. Cirne, and C.R. Das, "Towards Characterizing Cloud Backend Workloads: Insights from Google Compute Clusters," SIGMETRICS Performance Evaluation Rev., vol. 37, no. 4, pp. 34-41, Mar. 2010.
[10] Y. Chen, A. Das, W. Qin, A. Sivasubramaniam, Q. Wang, and N. Gautam, "Managing Server Energy and Operational Costs in Hosting Centers," Proc. ACM SIGMETRICS Int'l Conf. Measurement and Modeling of Computer Systems (SIGMETRICS '05), 2005.
[11] A. Gandhi, M. Harchol-Balter, R. Das, and C. Lefurgy, "Optimal Power Allocation in Server Farms," Proc. 11th Int'l Joint Conf. Measurement and Modeling of Computer Systems (SIGMETRICS '09), 2009.
[12] 03disaster- recovery-by-google.html, 2013.
[13] L. Georgiadis, M.J. Neely, and L. Tassiulas, "Resource Allocation and Cross-Layer Control in Wireless Networks," Foundations and Trends in Networking, vol. 1, no. 1, pp. 1-149, 2006.
[14] L. Huang and M. Neely, "Max-Weight Achieves the Exact $[o(1/v), o(v)]$ Utility-Delay Tradeoff under Markov Dynamics," arXiv:1008.0200v1.
[15] Federal Energy Regulatory Commission,, 2013.
[16] 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. Fifth European Conf. Computer systems (EuroSys '10), 2010.
[17] G. Ananthanarayanan, S. Kandula, A. Greenberg, I. Stoica, Y. Lu, B. Saha, and E. Harris, "Reining in the Outliers in Map-Reduce Clusters Using Mantri," Proc. Ninth USENIX Conf. Operating Systems Design and Implementation (OSDI '10), 2010.
[18], 2013.
[19] Unused Servers Survey Results Analysis, http:/www., 2013.
[20] L. Rao, X. Liu, L. Xie, and W. Liu, "Minimizing Electricity Cost: Optimization of Distributed Internet Data Centers in a Multi-Electricity-Market Environment," Proc. IEEE INFOCOM, 2010.
[21] F. Yao, A. Demers, and S. Shenker, "A Scheduling Model for Reduced CPU Energy," Proc. 36th Ann. Symp. Foundations of Computer Science, 1995.
[22] K. Pruhs, P. Uthaisombut, and G. Woeginger, "Getting the Best Response for your Erg," ACM Trans. Algorithms, vol. 4, pp. 1-17, July 2008.
[23] S. Albers, "Energy-Efficient Algorithms," Comm. ACM, vol. 53, pp. 86-96, May 2010.
[24] M. Lin, Z. Liu, A. Wierman, and L.L.H. Andrew, "Online Algorithms for Geographical Load Balancing," Proc. Int'l Green Computing Conference (IGCC '12), 2012.
[25] R. Urgaonkar, B. Urgaonkar, M.J. Neely, and A. Sivasubramaniam, "Optimal Power Cost Management Using Stored Energy in Data Centers," Proc. ACM SIGMETRICS Joint Int'l Conf. Measurement and Modeling of Computer Systems (SIGMETRICS '11), 2011.
[26] N. El-Sayed, I.A. Stefanovici, G. Amvrosiadis, A.A. Hwang, and B. Schroeder, "Temperature Management in Data Centers: Why Some (Might) Like It Hot," Proc. ACM SIGMETRICS, 2012.
[27] Z. Liu, Y. Chen, C. Bash, A. Wierman, D. Gmach, Z. Wang, M. Marwah, and C. Hyser, "Renewable and Cooling Aware Workload Management for Sustainable Data Centers," Proc. 12th ACM SIGMETRICS/PERFORMANCE Joint Int'l Conf. Measurement and Modeling of Computer Systems (SIGMETRICS '12), 2012.
[28] R. Urgaonkar, U. Kozat, K. Igarashi, and M. Neely, "Dynamic Resource Allocation and Power Management in Virtualized Data Centers," Proc. IEEE Network Operations and Management Symp. (NOMS), 2010.
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