Modeling and control design for performance management of web servers via an LPV approach

IEEE Transactions on Control Systems Technology

Volumn 15, Issue 2, 2007, Pages 259-275

  Qin, Wubi ^a   Wang, Qian ^a  

^a The Center for Nanotechnology Education and Utilization   (United States)

Author keywords

Hosting center; Linear parameter varying (LPV) modeling and control; Performance management; Quality of service (QoS); Web server

Indexed keywords

IDENTIFICATION (CONTROL SYSTEMS); INTERNET SERVICE PROVIDERS; LINEAR CONTROL SYSTEMS; MATHEMATICAL MODELS; MIDDLEWARE; PROGRAM PROCESSORS; QUALITY OF SERVICE; QUEUEING THEORY; SCHEDULING; TIME VARYING CONTROL SYSTEMS;

LINEAR-PARAMETER-VARYING (LPV); PERFORMANCE MANAGEMENT;

WEB SERVICES;

EID: 33947690698     PISSN: 10636536     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCST.2006.886433     Document Type: Article

References (27)

1. IRCache, San Diego, CA, "Web Caching project," 2001. [Online]. Available: http://www.ircache.net,
2. T. F. Abdelzaher, J. A. Stankovic, C. Lu, R. Zhang, and Y. Lu, "Feedback performance control in software services," IEEE Contr. Syst. Mag., vol. 23, no. 3, pp. 74-90, Jun. 2003.
3. T. F. Abdelzaher, Y. Lu, R. Zhang, and D. Henriksson, "Practical application of control theory to web service," in Proc. Amer. Contr. Conf., 2004, pp. 1992-1997.
4. E. Altman, T. Basar, and R. Srikant, "Congestion control as a stochastic control problem with action delays," Automatica, vol. 35, pp. 1937-1950, 1999.
5. P. Apkarian and R. J. Adams, "Advanced gain-scheduling techniques for uncertain systems," IEEE Trans. Contr. Syst. Technol., vol. 6, no. 1, pp. 21-32, Jan. 1998.
6. D. Atkins and H. Chen, "Performance evaluation of scheduling control of queueing networks: Fluid model heuristics," Queueing Syst. Theory Appl., vol. 21, pp. 391-413, 1995.
7. B. Bamieh and L. Giarre, "Identification of linear parameter varying models," Int. J. Robust Nonlinear Contr., no. 12, pp. 841-853, 2002.
8. J. A. Buzacott and J. G. Shanthikumar, Stochastic Models of Manufacturing Systems. Englewood Cliffs, NJ: Prentice-Hall, 1993.
9. J. Chase, D. Anderson, P. Thakur, and A. Vahdat, "Managing energy and server resources in hosting centers," in Proc. 18th Symp. Oper. Syst. Principles (SOSP'01), 2001, pp. 103-116.
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 Int. Conf. Meas. Modeling Comput. Syst., 2005, pp. 303-314.
11. Y. Diao, N. Gandhi, J. L. Hellerstein, S. Parekh, and D. M. Tilbury, "Using MIMO feedback control to enforce policies for interrelated metrics with applications to the Apache web servers," in Proc. Netw. Oper. Manag., 2002, pp. 219-234.
12. Y. Diao, J. L. Hellerstein, and S. Parakh, "Optimizing quality of service using fuzzy control," in Proc. 13th IFIP/IEEE Int. Workshop Distrib. Syst. Operat. Manag., 2002, pp. 42-53.
13. Y. Diao, C. W. Wu, J. L. Hellerstein, A. J. Storm, M. Surendra, S. Lightstone, S. Parekh, C. Garcia-Arellano, M. Carroll, L. Chu, and J. Colaco, "Comparative studies of load balancing with control and optimization techniques," in Proc. Amer. Contr. Conf., 2005, pp. 1484-1490.
14. M. Elnozahy, M. Kistler, and R. Rajamony, "Energy-efficient server clusters," in Proc. 2nd Workshop Power Aware Comput. Syst., 2002, pp. 179-196.
15. J. Hellerstein, Y. Diao, and S. Parekh, "A first-principles approach to constructing transfer functions for admission control in computing systems," in Proc. IEEE Conf. Dec. Contr., 2002, pp. 2906-2912.
16. J. Hellerstein, "Challenges in control engineering of computer systems," in Proc. Amer. Contr. Conf., 2004, pp. 1970-1979.
17. L. H. Lee and K. Poola, "Identification of linear parameter varying systems via LFTs," in Proc. IEEE Conf. Dec. Contr., 1996, pp. 1545-1550.
18. R. Levy, J. Nagarajarao, G. Pacifici, M. Spreitzer, A. Tantawi, and A. Youssef, "Performance management for cluster based web services," in Proc. 8th IFIP/IEEE Int. Symp. Integr. Netw. Manag. (IM 2003), 2003, pp. 247-261.
19. C. Lu, A. A. Guillermo, and J. Wilks, "Aqueduct: Online data migration with performance guarantee," in Proc. USENIX Conf. File Storage Technol. (FAST), 2002, pp. 219-230.
20. C. Lu, J. A. Stankovic, G. Tao, and S. Son, "Feedback control real-time scheduling: Framework, modeling, and algorithms," J. Real-Time Syst., Special Issue Contr.-Theoretical Approaches Real-Time Comput., vol. 23, pp. 85-126, 2002.
21. Y. Lu, T. F. Abdelzaher, C. Lu, and G. Tao, "An adaptive control framework for QoS guarantees and its application to differentiated caching services," in Proc. 10th Int. Workshop Quality Service (IWQoS), 2002, pp. 23-32.
22. S. Parekh, N. Gandhi, J. L. Hellerstein, D. M. Tilbury, and J. P. Bigus, "Using control theory to achieve service level objectives in performance management," in Proc. IEEE/IFIP Symp. Integr. Netw. Manag., 2001, pp. 841-854.
23. F. Previdi and M. Lovera, "Identification of nonlinear parametrically varying models using separable least squares," Int. J. Contr., vol. 77, no. 16, pp. 1382-1392, 2004.
24. A. Robertsson, B. Wittenmark, M. Kihl, and M. Andersson, "Design and evaluation of load control in web server systems," in Proc. Amer. Contr. Conf., 2004, pp. 1980-1985.
25. M. Sznaier, C. Mazzaro, and T. Inanc, "An LMI approach to control oriented identification of LPV systems," in Proc. Amer. Contr. Conf., 2000, pp. 3682-3686.
26. L. Sha, X. Liu, Y. Lu, and T. Abdelzaher, "Queueing model based network server performance control," in Proc. 23rd IEEE Real-Time Syst. Symp. (RTSS'02), 2002, pp. 81-90.
27. F. Wu and S. Prajna, "A new solution approach to polynomial LPV system analysis and synthesis," in Proc. Amer. Contr. Conf., 2004, pp. 1362-1367.