Autonomic Performance and Power Control for Co-Located Web Applications in Virtualized Datacenters

IEEE Transactions on Parallel and Distributed Systems

Volumn 27, Issue 5, 2016, Pages 1289-1302

  Lama, Palden ^a   Guo, Yanfei ^b   Jiang, Changjun ^c   Zhou, Xiaobo ^b  

^a University of Texas at San Antonio   (United States)

^b University of Colorado Colorado Springs   (United States)

^c TONGJI UNIVERSITY   (China)

Author keywords

Autonomic Systems; Colocated Multi service Applications; Distributed Fuzzy MIMO Control; Joint Performance and Power Control; Virtualized Servers

Indexed keywords

ARTIFICIAL INTELLIGENCE; DISTRIBUTED PARAMETER CONTROL SYSTEMS; ELECTRIC ARC WELDING; ENERGY EFFICIENCY; LEARNING SYSTEMS; MACHINE COMPONENTS; MIDDLEWARE; POWER CONTROL; WORLD WIDE WEB;

APPLICATION PERFORMANCE; AUTONOMIC SYSTEMS; BENCHMARK APPLICATIONS; JOINT PERFORMANCE; LARGE SCALE SIMULATIONS; MIMO CONTROLS; MULTI-SERVICES; SERVICE LEVEL AGREEMENTS;

BENCHMARKING;

EID: 84963808523     PISSN: 10459219     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPDS.2015.2453971     Document Type: Article

References (42)

1. D. Gmach, J. Rolia, and L. Cherkasova, "Resource and virtualization costs up in the cloud: Models and design choices," in Proc. IEEE/IFIP 41st Int. Conf. Dependable Syst. Netw., 2011, pp. 395-402.
2. G. Jung, K. R. Joshi, M. A. Hiltunen, K. R. Joshi, R. D. Schlichting, and C. Pu, "Performance and availability aware regeneration for cloud based multitier applications," in Proc. IEEE/IFIP Int. Conf. Dependable Syst. Netw., 2010, pp. 497-506.
3. C. Pham, D. Chen, Z. Kalbarczyk, R. Iyer, S. Sarkar, and R. Hosn, "Cloudval: A framework for validation of virtualization environment in cloud infrastructure," in Proc. IEEE/IFIP 41st Int. Conf. Dependable Syst. Netw., 2011, pp. 189-196.
4. R. Singh, D. Irwin, P. Shenoy, and K. K. Ramakrishnan, "Yank: Enabling green data centers to pull the plug," in Proc. USENIX Conf. Netw. Syst. Design Implementation, 2013, pp. 143-156.
5. M. C. Huebscher and J. A. McCann, "A survey of autonomic computing: Degrees, models, and applications," ACM Comput. Surv., vol. 40, no. 3, p. 7, 2008.
6. D. Jiang, G. Pierre, and C.-H. Chi, "Autonomous resource provisioning for multi-service web applications," in Proc. ACM 19th Int. World Wide Web Conf., 2010, pp. 471-480.
7. R. Nathuji, A. Kansal, and A. Ghaffarkhah, "Q-clouds: Managing performance interference effects for QoS-aware clouds," in Proc. ACM Eur. Conf. Comput. Syst., 2010, pp. 237-250.
8. A. Fedorova, M. Seltzer, and M. D. Smith, "Improving performance isolation on chip multiprocessors via an operating system scheduler," in Proc. Int. Conf. Parallel Archit. Compilation Techn., 2007, pp. 25-38.
9. S. Zhuravlev, S. Blagodurov, and A. Fedorova, "Addressing shared resource contention in multicore processors via scheduling," in Proc. Int. Conf. Archit. Support Programm. Lang. Oper. Syst., 2010, pp. 129-142.
10. N. Mi, G. Casale, L. Cherkasova, and E. Smirni, "Injecting realistic burstiness to a traditional client-server benchmark," in Proc. IEEE 6th Int. Conf. Autonomic Comput., 2009, pp. 149-158.
11. P. Lama and X. Zhou, "Coordinated power and performance guarantee with fuzzy mimo control in virtualized server clusters," IEEE Trans. Comput., vol. 64, no. 1, pp. 97-111, Jan. 2015.
12. P. Lama and X. Zhou, "NINEPIN: Non-invasive and energy efficient performance isolation in virtualized servers," in Proc. 42nd IEEE/IFIP Int. Conf. Dependable Syst. Netw., 2012, pp. 1-12.
13. B. Urgaonkar, P. Shenoy, A. Chandra, P. Goyal, and T. Wood, "Agile dynamic provisioning of multi-tier Internet applications," ACM Trans. Auton. Adaptive Syst., vol. 3, no. 1, pp. 1-39, 2008.
14. Z. Gong and X. Gu, "PAC: Pattern-driven application consolidation for efficient cloud computing," in Proc. IEEE Int. Symp. Model., Anal., Simul. Comput. Telecommun. Syst., 2010, pp. 24-33.
15. P. Lama, Y. Guo, and X. Zhou, "Autonomic performance and power control for co-located web applications on virtualized servers," in Proc. IEEE/ACM Int. Symp. Quality Service, 2013, pp. 1-10.
16. J. C. B. Leite, D. M. Kusic, D. Moss-e, and L. Bertini, "Stochastic approximation control of power and tardiness in a three-tier webhosting cluster," in Proc. IEEE Int. Conf. Autonomic Comput., 2010, pp. 41-50.
17. P. Padala, K.-Y. Hou, K. G. Shin, X. Zhu, M. Uysal, Z. Wang, S. Singhal, and A. Merchant, "Automated control of multiple virtualized resources," in Proc. ACM Eur. Conf. Comput. Syst., 2009, pp. 13-26.
18. B. J. Watson, M. Marwah, D. Gmach, Y. Chen, M. Arlitt, and Z. Wang, "Probabilistic performance modeling of virtualized resource allocation," in Proc. IEEE 7th Int. Conf. Auton. Comput., 2010, pp. 99-108.
19. R. Nathuji and K. Schwan, "Virtualpower: Coordinated power management in virtualized enterprise systems," in Proc. ACM Symp. Oper. Syst. Principles, 2007, pp. 265-278.
20. T. Horvath, T. Abdelzaher, K. Skadron, and X. Liu, "Dynamic voltage scaling in multitier web servers with end-to-end delay control," IEEE Trans. Comput., vol. 56, no. 4, pp. 444-458, Apr. 2007.
21. X. Wang and Y. Wang, "Coordinating power control and performance management for virtualized server clusters," IEEE Trans. Parallel Distrib. Syst., vol. 22, no. 2, pp. 245-259, Feb. 2011.
22. B. Addis, D. Ardagna, B. Panicucci, M. S. Squillante, and L. Zhang, "A hierarchical approach for the resource management of very large cloud platforms," IEEE Trans. Dependable Secure Comput., vol. 10, no. 5, pp. 253-272, Sep./Oct. 2013.
23. A. Gandhi, C. Yuan, D. Gmach, M. Arlitt, and M. Marwah, "Minimizing data center SLA violations and power consumption via hybrid resource provisioning," in Proc. Int. Green Comput. Conf. Workshops, 2011, pp. 1-8.
24. I. Goiri, K. Le, T. D. Nguyen, J. Guitart, J. Torres, and R. Bianchini, "Greenhadoop: Leveraging green energy in data-processing frameworks," in Proc.ACMEur. Conf. Comput. Syst., 2012, pp. 57-70.
25. G. Jung, M. A. Hiltunen, K. R. Joshi, R. D. Schlichting, and C. Pu, "Mistral: Dynamically managing power, performance, and adaptation cost in cloud infrastructures," in Proc. IEEE Int. Conf. Distrib. Comput. Syst., 2010, pp. 62-73.
26. K. Le, J. Zhang, J. Meng, R. Bianchini, Y. Jaluria, and T. Nguyen, "Reducing electricity cost through virtual machine placement in high performance computing clouds," in Proc. Int. Conf. High Perform. Comput., Netw., Storage Anal., 2011, p. 22.
27. H. Lim, A. Kansal, and J. Liu, "Power budgeting for virtualized data centers," in Proc. USENIX Annu. Tech. Conf., 2011, p. 5.
28. Z. Liu, Y. Chen, C. Bash, A. Wierman, D. Gmach, Z. Wang, M. Marwah, and C. Hyser, "Renewable and cooling aware workload management for sustainable data centers," Proc. 12th ACM SIGMETRICS/PERFORMANCE Joint Int. Conf. Meas. Model. Comput. Syst., 2012, pp. 175-186.
29. A. Verma, P. De, V. Mann, T. Nayak, A. Purohit, G. Dasgupta, and R. Kothari, "Brownmap: Enforcing power budget in shared data centers," in Proc. ACM/IFIP/USENIX Int. Conf. Middleware, 2010, pp. 42-63.
30. Q. Zhang, F. Mohamed, S. Zhang, Q. Zhu, B. Raouf, and L. Joseph, "Dynamic energy-aware capacity provisioning for cloud computing environments," in Proc. ACM Int. Conf. Auton. Comput., 2012, pp. 145-154.
31. J. Gong and C.-Z. Xu, "vPnP: Automated coordination of power and performance in virtualized datacenters," in Proc. IEEE Int. Workshop Quality Service, 2010, pp. 1-9.
32. Z. Shen, S. Subbiah, X. Gu, and J. Wilkes, "Cloudscale: Elastic resource scaling for multi-tenant cloud systems," in Proc. 2nd ACM Symp. Cloud Comput., 2011, p. 5.
33. E. Boutin, J. Ekanayake, W. Lin, B. Shi, J. Zhou, Z. Qian, M. Wu, and L. Zhou, "Apollo: Scalable and coordinated scheduling for cloud-scale computing," in Proc. USENIX Symp. Oper. Syst. Design Implementation, 2014, pp. 285-300.
34. T. W. Keller, C. Lefurgy, M. Chen, and X. Wang, "Ship: A scalable hierarchical power control architecture for large-scale data centers," IEEE Trans. Parallel Distrib. Syst., vol. 23, no. 1, pp. 168-176, Jan. 2012.
35. D. Gupta, L. Cherkasova, R. Gardner, and A. Vahdat, "Enforcing performance isolation across virtual machines in xen," in Proc. ACM/IFIP/USENIX Int. Conf. Middleware, 2006, pp. 342-362.
36. X. Zhang, S. Dwarkadas, and K. Shen, "Towards practical page Coloring-based multicore cache management," in Proc. ACM Eur. Conf. Comput. Syst., 2009, pp. 89-102.
37. X. Zhang, E. Tune, R. Hagmann, R. Jnagal, V. Gokhale, and J. Wilkes, "Cpi2: Cpu performance isolation for shared compute clusters," in Proc. ACM Eur. Conf. Comput. Syst., 2013, pp. 379-391.
38. J.-S. R. Jang, "Anfis: Adaptive-network-based fuzzy inference system," IEEE Trans. Syst., Man Cybern., vol. 23, no. 3, pp. 665-685, May/Jun. 1993.
39. E. Camponogara, D. Jia, B. H. Krogh, and S. Talukdar, "Distributed model predictive control," IEEE Control Syst., vol. 22, no. 1, pp. 44-52, Feb. 2002.
40. S. Mollov, R. Babuska, J. Abonyi, and H. B. Verbruggen, "Effective optimization for fuzzy model predictive control," IEEE Trans. Fuzzy Syst., vol. 12, no. 5, pp. 661-675, Oct. 2004.
41. Y. Ye, Interior Point Algorithms: Theory and Analysis. New York, NY, USA: Wiley, 1997.
42. M. Arlitt and T. Jin, "Workload characterization of the 1998 world cup web site," HP Labs., Palo alto, CA, USA, Tech. Rep. HPL-99- 35R, 1999.