Coordinated session-based admission control with statistical learning for multi-tier internet applications

Journal of Network and Computer Applications

Volumn 34, Issue 1, 2011, Pages 20-29

  Muppala, Sireesha ^a   Zhou, Xiaobo ^a  

^a University of Colorado Colorado Springs   (United States)

Author keywords

Effective session throughput; Scalable internet architecture; Session admission control; Statistical learning; TPC W benchmark

Indexed keywords

ADMISSION CONTROL; EFFECTIVE SESSION THROUGHPUT; SCALABLE INTERNET ARCHITECTURE; STATISTICAL LEARNING; TPC-W BENCHMARK;

BAYESIAN NETWORKS; INFERENCE ENGINES; INTERNET; MACHINE DESIGN; PROBABILITY DENSITY FUNCTION; THROUGHPUT;

NETWORK ARCHITECTURE;

EID: 78649317228     PISSN: 10848045     EISSN: 10958592     Source Type: Journal    
DOI: 10.1016/j.jnca.2010.10.007     Document Type: Article

References (28)

1. Bouchenak S, Palma ND, Hagimont D, Krakowiak S, Taton C. Autonomic management of Internet services: experience with self-optimization. In: Proceedings of the IEEE international conference on autonomic computing (ICAC); 2006.
2. Bu X, Rao J, Xu C-Z. A reinforcement learning approach to online web system auto-configuration. In: Proceedings of the IEEE international conference on distributed computing systems (ICDCS); 2009. p. 6703.
3. Chen J, Soundararajan G, Amza C. Autonomic provisioning of backend databases in dynamic content Web servers. In: Proceedings of the IEEE international conference on autonomic computing (ICAC); 2006.
4. L. Cherkasova, and P. Phaal Session-based admission control: a mechanism for peak load management of commercial web sites IEEE Transactions on Computers 51 6 2002 669 685
5. Corporation NS. Netica-j: Java netica api. 〈 http://www.norsys.com/ netica-j.html 〉.
6. Diao Y, Hellerstein JL, Parekh S, Shaihk H, Surendra M. Controlling quality of service in multi-tier Web applications. In: Proceedings of the IEEE international conference on distribued computing systems; 2006a.
7. Diao Y, Hellerstein JL, Parekh S, Shaihk H, Surendra M, Tantawi A. Modeling differentiated services of multi-tier web applications. In: Proceedings of the IEEE MASCOTS; 2006b.
8. Elnikety S, Nahum E, Tracey J, Zwaenepoel W. A method for transparent admission control and request scheduling in e-commerce web sites. In: Proceedings of the ACM WWW; 2004. p. 27686.
9. Guitart J, Carrera D, Beltran V, Torres J, Ayguade E. Session-based adaptive overload control for secure dynamic web applications. In: Proceedings of the IEEE international conference on parallel processing; 2005.
10. T. Horvath, T. Abdelzaher, K. Skadron, and X. Liu Dynamic voltage scaling in multitier web servers with end-to-end delay control IEEE Transactions on Computers 56 4 2007 444 458
11. Kamra A, Misra V, Nahum EM. Yaksha: a self-tuning controller for managing the performance of 3-tiered web sites. In: Proceedings of the IEEE international workshop on quality of service (IWQoS); 2004.
12. Lama P, Zhou X. Efficient server provisioning with delay guarantee on multi-tier clusters. In: Proceedings of the IEEE international workshop on quality of service (IWQoS); 2009.
13. X. Liu, J. Heo, L. Sha, and X. Zhu Queueing-model-based adaptive control of multi-tiered web applications IEEE Transactions on Network and Service Management 5 3 2008 157 167
14. D.A. Menasc, R. Fonseca, V.A.F. Almeida, and M.A. Mendes Resource management policies for e-commerce servers ACM SIGMETRICS Performance Evaluation Review 27 4 2000 27 35
15. Muppala S, Zhou X. CoSAC: coordinated session admission control for multi-tier Internet applications. In: Proceedings of the IEEE international conference on computer communications and networks (ICCCN); 2009.
16. Rao J, Xu, C. CoSL: a coordinated statistical learning approach to measuring the capacity of multi-tier Websites. In: Proceedings of the IEEE international parallel and distributed processing symposium (IPDPS); 2008a.
17. Rao J, Xu C. Online measurement of the capacity of multi-tier websites using hardware performance counters. In: Proceedings of the IEEE international conference on distributed computing systems; 2008b.
18. Q. Tang, S.K.S. Gupta, and G. Varsamopoulos Energy-efficient thermal-aware task scheduling for homogeneous high-performance computing data centers: a cyber-physical approach IEEE/ACM Transactions on Parallel and Distributed Systems 19 11 2008 1458 1472
19. Urgaonkar B, Pacific G, Shenoy P, Spreitzer M, Tantawi A. An analytical model for multi-tier Internet services and its applications. In: Proceedings of the ACM SIGMETRICS; 2005.
20. B. Urgaonkar, P. Shenoy, A. Chandra, P. Goyal, and T. Wood Agile dynamic provisioning of multi-tier Internet applications ACM Transactions on Autonomous and Adaptive Systems 3 1 2008 1 39
21. D. Villela, P. Pradhan, and D. Rubenstein Provisioning servers in the application tier for e-commerce systems ACM Transactions on Internet Technology 7 1 2007 1 23
22. Weng C, Li M, Wang Z, Lu X. Automatic performance tuning for the virtualized cluster systems. In: Proceedings of the IEEE international conference on distributed computing systems (ICDCS); 2009.
23. J. Wildstorm, P. Stone, E. Witchel, and M. Dahlin Machine learning for on-line hardware reconfiguration International Joint Conferences on Artificial Intelligence 14 2 2007 108 136
24. C.-Z. Zu Scalable and secure internet services and architecture 2005 Chapman & Hall/CRC Press
25. Zhang Q, Cherkasova L, Smirni E. A regression-based analytic model for dynamic resource provisioning of multi-tier Internet applications. In: Proceedings of the IEEE international conference on autonomic computing (ICAC); 2007.
26. Zhou J, Yang T. Selective early request termination for busy internet services. In: Proceedings of the ACM WWW; 2006.
27. X. Zhou, J. Wei, and C.-Z. Xu Resource allocation for session-based two-dimensional service differentiation on e-commerce servers IEEE Transactions on Parallel and Distributed Systems 17 8 2006 838 850
28. X. Zhou, J. Wei, and C.-Z. Xu Quality-of-service differentiation on the Internet: a taxonomy Journal of Computer and Network Applications 30 1 2007 354 383