Minimizing data center SLA violations and power consumption via hybrid resource provisioning

2011 International Green Computing Conference and Workshops, IGCC 2011

Volumn , Issue , 2011, Pages

  Gandhi, Anshul ^a   Yuan, Chen ^b   Gmach, Daniel ^b   Arlitt, Martin ^b   Marwah, Manish ^b  

^a CARNEGIE MELLON UNIVERSITY   (United States)

^b HEWLETT PACKARD LABORATORIES   (United States)

Author keywords

data center; performance management; power management; resource allocation

Indexed keywords

DATA CENTERS; PERFORMANCE MANAGEMENT; POWER CYCLING; POWER MANAGEMENTS; PRODUCTION SYSTEM; RESOURCE PROVISIONING; TIME-SCALES;

ECONOMICS; ENERGY UTILIZATION; RESOURCE ALLOCATION;

SATELLITE COMMUNICATION SYSTEMS;

EID: 80053188677     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGCC.2011.6008611     Document Type: Conference Paper

References (28)

1. K. Appleby, S. Fakhouri, L. Fong, G. Goldszmidt, M. Kalantar S. Krishnakumar, D. P. Pazel, J. Pershing, B. Rochwerger, "Océano- SLA Based Management of a Computing Utility", in Proc. of IEEE/IFIP Int. Symposium on Integrated Network Management, Seattle, WA, USA, pg. 855-868, 2001.
2. G. Linden, "Make data useful," http://glinden.blogspot.com, 2006.
3. M. Arlitt, C. Williamson,"Web Server Workload Characterization: The Search for Invariants", in Proc. of ACM SIGMETRICS, Philadelphia, PA, USA, pg. 126-137, 1996. (Pubitemid 126549546)
4. M. Bennani, D. Menasce, "Resource Allocation for Autonomic Data Centers using Analytic Performance Models", in Proc. Int. Conf. on Automatic Computing. IEEE Computer Society, Washington, DC, USA, pg. 229-240, 2005. (Pubitemid 43959626)
5. D. Brillinger, "Time series: data analysis and theory", Society for Industrial and Applied Mathematics, Philadelphia, PA, USA, 2001.
6. M. Castellanos, F. Casati, M. Shan, U. Dayal, "iBOM: A Platform for Intelligent Business Operation Management", in Proc. of Int. Conf. on Data Engineering (ICDE), Tokyo, Japan, pg. 1084-1095, 2005. (Pubitemid 41731227)
7. L. Cherkasova, M. Gupta, "Characterizing Locality, Evolution, and Life Span of Accesses in Enterprise Media Server Workloads", in Proc. Workshop on Network and Operating Systems Support for Digital Audio and Video, New York, NY, USA, pg. 33-42, 2002. (Pubitemid 35040053)
8. A. Coskun, R. Strong, D. Tullsen, S. Rosing, "Evaluating the impact of job scheduling and power management on processor lifetime for chip multiprocessors", in Proc. of ACM SIGMETRICS, Seattle, WA, USA, pg. 169-180, 2009.
9. P. Dinda, D. O' Hallaron, "Host Load Prediction Using Linear Models", in Cluster Computing, Vol. 3, No. 4, pg. 265-280, 2000.
10. "Report to congress on server and data center energy efficiency, public law," U.S. Environmental Protection Agency, ENERGY STAR Program, 2007.
11. A. Gandhi, M. Harchol-Balter, R. Das, C. Lefurgy, "Optimal Power Allocation in Server Farms", in Proc. of ACM SIGMETRICS 2009, Seattle, USA, 2009.
12. A. Gandhi, M. Harchol-Balter, I. Adan, "Server farms with setup costs", Performance Evaluation, Vol. 67, pg. 1123-1138, 2010.
13. D. Gmach, J. Rolia, L. Cherkasova, A. Kemper, "Capacity Management and Demand Prediction for Next Generation Data Centers", in Proc. of IEEE Int. Conf. on Web Services, Salt Lake City, Utah, USA, pg. 43-50, 2007.
14. D. Gmach, S. Krompass, A. Scholz, M. Wimmer, A. Kemper, "Adaptive Quality of Service Management for Enterprise Services", in ACM Transactions on the Web, Vol. 2, No. 1, 2008.
15. J. Hellerstein, F. Zhang, P. Shahabuddin, "A Statistical Approach to Predictive Detection", in Computer Networks, Vol. 35, No. 1, 2001.
16. P. Hoogenboom, J. Lepreau, "Computer System Performance Problem Detection using Time Series Models", in Proc. of Summer USENIX Conference, pg. 15-32, 1993.
17. Intel, Intel Math Kernel Library 10.0, LINPACK, http://software.intel. com/en-us/intel-mkl/.
18. D. Mosberger, T. Jin, "httperf-A Tool for Measuring Web Server Performance", in Proc. of ACM Sigmetrics Performance Evaluation Review, Vol. 26, pg. 31-37, 1998. (Pubitemid 128605767)
19. P. Padala, K. Hou, X. Zhu, M. Uysal, Z. Wang, S. Singhal, A. Merchant, K. Shin, "Automated control of multiple virtualized resources", in Proc. of EuroSys, Nuremberg, Germany, 2009.
20. S. Ranjan, J. Rolia, H. Fu, E. Knightly, "QoS-Driven Server Migration for Internet Data Centers", in Proc. of IEEE Int. Workshop on Quality of Service. Miami Beach, FL, USA, pg. 3-12, 2002.
21. J. Rolia, A. Andrzejak, M. Arlitt, "Automating Enterprise Application Placement in Resource Utilities", in Proc. of IFIP/IEEE Int. Workshop on Distributed Systems: Operations and Management. Heidelberg, Germany, pg. 118-129, 2003.
22. J. Rolia, X. Zhu, M. Arlitt, A. Andrzejak, "Statistical Service Assurances for Applications in Utility Grid Environments", in Performance Evaluation, Vol. 58, No. 2+3, pg., 319-339, 2004.
23. B. Urgaonkar, P. Shenoy, A. Chandra, P. Goyal, "Dynamic Provisioning of Multi-tier Internet Applications", in Proc. of IEEE Int. Conf. on Autnomic Computing, June 2005.
24. B. Urgaonkar, G. Pacifici, P. Shenoy, M. Spreitzer, A. Tantawi, "An Analytical Model for Multi-tier Internet Services and its Applications", in ACM Transactions on the Web, Vol. 1, No. 1, 2007.
25. A. Verma, G. Dasgupta, T. Nayak, P. De, R. Kothari, "Server Workload Analysis for Power Minimization using Consolidation", in Proc. of USENIX Annual Technical Conference, 2009.
26. R. Vilalta, C. V. Apte, J. L. Hellerstein, S. Ma, S. M. Weiss, "Predictive Algorithms in the Management of Computer Systems", in IBM Systems Journal, Vol. 41, No. 3, pg. 461-474, 2002.
27. J. Xu, M. Zhao, J. Fortes, R. Carpenter, M. Yousif, "Autonomic resource management in virtualized data centers using fuzzy logicbased approaches", in Cluster Computing Journal, Vol. 11, No. 3, pg. 213-227, 2008.
28. The internet traffic archives: WorldCup98. Available at http://ita.ee.lbl.gov/html/contrib/WorldCup.html.