Risk-aware limited lookahead control for dynamic resource provisioning in enterprise computing systems

Proceedings - 3rd International Conference on Autonomic Computing, ICAC 2006

Volumn 2006, Issue , 2006, Pages 74-83

  Kusic, Dara ^a   Kandasamy, Nagarajan ^a  

^a Drexel University   (United States)

Author keywords

Limited lookahead control; Resource provisioning; Sequential optimization; Utility computing

Indexed keywords

COMPUTATIONAL METHODS; EARNINGS; OPTIMIZATION; RISK ANALYSIS; TELECOMMUNICATION SERVICES; UNCERTAINTY ANALYSIS;

ENTERPRISE COMPUTING SYSTEMS; ON DEMAND COMPUTING; OPTIMIZATION PROBLEMS; SEQUENTIAL OPTIMIZATION; UTILITY COMPUTING;

ENTERPRISE RESOURCE PLANNING;

EID: 34247603667     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (34)

1. A. Sahai, S. Singhal, V. Machiraju, and R. Joshi, "Automated policy-based resource construction in utility computing environments," in Proc. IEEE Symposium on Network Operations and Management, April 2004, pp. 381-393.
2. R. Murch, Autonomic Computing. Upper Saddle River, NJ: IBM Press/Prentice-Hall, 2004.
3. IBM, "An architectural blueprint for autonomic computing," IBM Thomas J. Watson Research Center, Tech. Rep., Oct. 2004.
4. J. Hellerstein, Y. Diao, S. Parekh, and D. Tilbury, Feedback Control of Computing Systems. Wiley-Interscience, 2004.
5. S. Abdelwahed, N. Kandasamy, and S. Neema, "Online control for self-management in computing systems," in Proc. IEEE Real-Time und Embedded Technology and Applications Symposium (RTAS), May 2004, pp. 368-375.
6. A. Bryson, Applied Optimal Control: Optimization, Estimation, and Control. Hemisphere Publishing, 1984.
7. N. Kandasamy, S. Abdelwahed, and J. Hayes, "Self-optimization in computer systems via on-line control: Application to power management," in Proc. IEEE Int'l Conf. Autonomic Computing, May 2004, pp. 54-61.
8. J. Maciejowski, Predictive Control with Constraints. Prentice Hall, 2002.
9. M. Arlitt and T. Jin, "Workload characterization of the 1998 world cup web site," Hewlett-Packard Labs, Tech. Rep., Sept. 1999.
10. Y. Chen, A. Das, W. Qin, A. Sivasubramaniam, Q. Wang, and N. Gautam, "Managing server energy and operational costs in hosting centers," in Proc. ACM SIGMETRICS, June 2004, pp. 303-314.
11. B. Urgaonkar, P. Shenoy, A. Chandra, and P. Goyal, "Dynamic provisioning of multi-tier internet applications," in Proc. IEEE Intl. Conf. on Autonomic Computing (ICAC), June 2005, pp. 217-228.
12. M. Bennani and D. Menascé, "Resource allocation for autonomic data centers using analytic performance models," in Proc. IEEE Intl. Conf. on Autonomic Computing (ICAC), June 2005, pp. 229-240.
13. O. Pacifici, M. Spreitzer, A. Tantawi, and A. Youssef, "Performance management for cluster based web services," IBM Research Labs, Tech. Rep., May 2003.
14. J. Zhang, T. Hamalainen, and J. Joutsensalo, "Optimal resource allocation scheme for maximizing revenue in the future ip networks," in Proc. 10th Asia-Pacific Conf. on Comm. and 5th Intl. Sym. on Multi-Dimensional Mobile Comm., Sept 2004, pp. 128-132.
15. J. Hellerstein, K. Katircioglu, and M. Surendra, "A framework for applying inventory control to capacity management for utility computing," Thomas J. Watson Research Center, Tech. Rep., Oct. 2004.
16. T. Osogami, M. Harchol-Balter, and A. Scheller-Wolf, "Analysis of cycle stealing with switching cost," in Proc. ACM SICMETRICS, June 2003, pp. 184-195.
17. D. Eager, E. Lazowska, and J. Zahorjan, "Adaptive load sharing in homogeneous distributed systems," IEEE Trans. on Software Engineering, vol. 12, no. 5, pp. 662-675, May 1986.
18. A. Tantawi and D. Towsley, "Optimal static load balancing in distributed computer systems," J. of the ACM, vol. 32, no. 2, pp. 445-65, May 1986.
19. T. Mudge, "Power: A first-class architectural design constraint," IEEE Computer, pp. 52-58, Apr. 2001.
20. V. Sharma, A. Thomas, T. Abdelzaher, and K. Skadron, "Power-aware qos management in web servers," in Proc. IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS), 2002, pp. 63-72.
21. R. Mishra, N. Rastogi, Z. Dakai, D. Mossé, and R. Melhem, "Energy-aware scheduling for distributed real-time systems," in Proc. IEEE Parallel and Distributed Processing Sym. (IPDPS), Apr. 2003, pp. 63-72.
22. Enhanced Intel SpeedStep Tecnology for the Intel Pentium M Processor, Intel Corp., 2004.
23. P. Pillai and K. G. Shin, "Real-time voltage scaling for low-power embedded operating systems," in Operating Syst. Principles (SOSP), 2001, pp. 89-102.
24. M. Elnozahy, M. Kistler, and R. Rajamony, "Energy-efficient server clusters," in Proc. 2nd Workshop on Power-Aware Computing Systems (held with HPCA), Feb. 2002, pp. 126-37.
25. G. Box, G. Jenkins, and G. Reinsel, Time Series Analysis: Forecasting and Control. Prentice Hall: Upper Saddle River, NJ, 1999.
26. K. Brammer and G. Siffling, Kalman-Bucy Filters. Artec House: Norwood, MA, 1989.
27. R. Morris and D. Lin, "Variance of aggregated web traffic," in Proc. IEEE INFOCOM, May 2000, pp. 360-366.
28. J. Judge, "A model for the marginal distribution of aggregate per second http request rate," in Proc. IEEE Wrkshp. on Local and Metropolitan Area Networks, Nov. 1999, pp. 29-36.
29. M. F. Arlitt and C. L. Williamson, "Web server workload characterization: The search for invariants," in Proc. ACM SIGMETRICS, 1996, pp. 126-137.
30. T. Copeland and J. Weston, Financial Theory and Corporate Policy, 3rd, ed. Addison-Wesley, 1988.
31. Y. Bar-Shalom, "Stochastic dynamic programming: Caution and probing," IEEE Trans. on Automatic Control, vol. 26, no. 5, pp. 1184-1195, Oct. 1981.
32. C. Rusu, A. Ferreira, C. Scordino, A. Watson, R. Melhem, and D. Mossé, "Energy-efficient real-time heterogeneous server clusters," in Proc. IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS), April 2006.
33. M. Arlitt and C. Williamson, "Web server workload characterization: The search for invariants," in Proc. ACM SIGMETRICS, 1996, pp. 126-37.
34. P. Barford and M. Crovella, "Generating representative web workloads for network and server performance evaluation," in Proc. ACM SIGMETRICS, 1998, pp. 151-160.