CPU demand for web serving: Measurement analysis and dynamic estimation

Performance Evaluation

Volumn 65, Issue 6-7, 2008, Pages 531-553

  Pacifici, Giovanni ^a   Segmuller, Wolfgang ^a   Spreitzer, Mike ^a   Tantawi, Asser ^a  

^a IBM T J WATSON RESEARCH CENTER   (United States)

Author keywords

Linear regression; Web workload; Workload profiling

Indexed keywords

DATA FLOW ANALYSIS; DYNAMIC PROGRAMMING; LINEAR REGRESSION; PARAMETER ESTIMATION; PROGRAM PROCESSORS;

DYNAMIC ESTIMATION; WEB SERVING; WEB TRAFFIC; WEB WORKLOAD; WORKLOAD PROFILING;

WEB SERVICES;

EID: 41949126427     PISSN: 01665316     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.peva.2007.12.001     Document Type: Article

References (24)

1. Application Resource Measurement - ARM. http://www.opengroup.org/tech/management/arm/
2. IBM WebSphere Extended Deployment. http://www.ibm.com/software/webservers/appserv/extend/
3. Bard Y. Performance criteria and measurement for a time-sharing system. IBM Systems Journal 10 3 (1971) 193-216
4. M. Courtois, M. Woodside, Using regression splines for software performance analysis, in: WOSP'00: Proceedings of the 2nd International Workshop on Software and Performance, 2000
5. J. Dilley, Web server workload characterization, Technical Report 96-160, Hewlett-Packard Laboratories, December 1996
6. Downey A.B., and Feitelson D.G. The elusive goal of workload characterization. Perf. Eval. Rev. 26 4 (1999) 14-29
7. D. Gmach, J. Rolia, L. Cherkasova, A. Kemper, Capacity management and demand prediction for next generation data centers, in: ICWS '07: Proceedings of the International IEEE Conference on Web Services, Salt Lake City, Utah, 2007
8. D. Gmach, J. Rolia, L. Cherkasova, A. Kemper, Workload analysis and demand prediction of enterprise data center applications, in: IISWC '07: Proceedings of the 2007 IEEE International Symposium on Workload Characterization, Boston, MA, 2007
9. Hoerl A., and Kennard R. Ridge regression: Biased estimation for non-orthogonal problems. Technometrics 12 (1970) 55-67
10. Liu Z., Wynter L., Xia C.H., and Zhang F. Parameter inference of queueing models for it systems using end-to-end measurements. Perf. Eval. 63 1 (2006) 36-60
11. G. Pacifici, M. Spreitzer, A. Tantawi, A. Youssef, Performance management for cluster based web services, IEEE J. Selected Areas Commun. 23 (12)
12. Rawlings J.O. Applied Regression Analysis: A Research Tool (1988), Wadsworth & Brooks, Cole Advanced Books & Software, Pacific Grove, CA
13. J. Rolia, V. Vetland, Parameter estimation for performance models of distributed application systems, in: CASCON '95: Proceedings of the 1995 Conference of the Centre for Advanced Studies on Collaborative Research, 1995
14. J. Rolia, V. Vetland, Correlating resource demand information with arm data for application services, in: WOSP '98: Proceedings of the 1st International Workshop on Software and Performance, 1998
15. J. Rolia, X. Zhu, M. Arlitt, Resource access management for a utility hosting enterprise applications, in: Proceedings of the IFIP/IEEE International Symposium on Integrated Network Management, 2003
16. Rolia J.A., and Sevcik K.C. The method of layers. IEEE Trans. Software Eng. 21 8 (1995) 689-700
17. Rousseeuw P.J., and Leroy A.M. Robust Regression and Outlier Detection (1987), John Wiley and Sons, New York, NY
18. H. Senger, L.M. Sato, Load distribution for heterogeneous and non-dedicated clusters based on dynamic monitoring and differentiated services, in: Proceedings of the IEEE International Conference on Cluster Computing, 2003
19. Shen H., and Brown L. Non-parametric modelling of time-varying customer service times at a bank call centre. Appl. Stoch. Models Bus. Ind. 22 (2006) 297-311
20. B. Urgaonkar, P. Shenoy, Sharc: Managing cpu and network bandwidth in shared clusters, IEEE Trans. Parallel Distributed Syst. 15 (1)
21. Urgaonkar B., Shenoy P., and Roscoe T. Resource Overbooking and Application Profiling in Shared Hosting Platforms (2002), Boston, MA
22. L. Zhang, C. Xia, M. Squillante, I.W.N. Mills, Workload service requirements analysis: a queueing network optimization approach, in: MASCOTS '02: Proceedings of 10th IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunications Systems, Washington, DC, 2002
23. Q. Zhang, L. Cherkasova, E. Smirni, A regression-based analytic model for dynamic resource provisioning of multi-tier applications, in: ICAC '07: Proceedings of the 4th IEEE International Conference on Autonomic Computing, Jacksonville, Florida, 2007
24. T. Zheng, J. Yang, M. Woodside, M. Litoiu, G. Iszlai, Tracking time-varying parameters in software systems with extended kalman filters, in: CASCON '05: Proceedings of the 2005 conference of the Centre for Advanced Studies on Collaborative research, Toronto, Ontario, 2005