Self-tuning batching with DVFS for improving performance and energy efficiency in servers

Proceedings - IEEE Computer Society's Annual International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunications Systems, MASCOTS

Volumn , Issue , 2013, Pages 40-49

  Cheng, Dazhao ^a   Guo, Yanfei ^a   Zhou, Xiaobo ^a  

^a University of Colorado at Colorado Springs   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84894541232     PISSN: 15267539     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MASCOTS.2013.12     Document Type: Conference Paper

References (28)

1. P. Barham, A. Donnelly, R. Isaacs, and R. Mortier. Using magpie for request extraction and workload modelling. In Proc. USENIX Operating Systems Design and Implementation (OSDI), 2004.
2. Y. Chen, B. Yang, A. Abraham, and L. Peng. Automatic design of hierarchical takagisugeno type fuzzy systems using evolutionary algorithms. In IEEE Transactions on Fuzzy Systems, 2007.
3. M. Elnozahy, M. Kistler, and R. Rajamony. Energy conservation policies for web servers. In Proc. the USENIX Symp. on Internet Technologies and Systems (USITS), 2003.
4. A. Gandhi, M. Harchol-Balter, R. Das, and C. Lefurgy. Optimal power allocation in server farms. In Proc. ACM SIGMETRICS, 2009.
5. A. Gandhi, M. Harchol-Balter, and M. Kozuch. The case for sleep states in servers. In the USENIX Workshop on Power Aware Computing and Systems (HotPower), 2011.
6. J. Gong and C.-Z. Xu. vpnp: Automated coordination of power and performance in virtualized datacenters. In Proc. IEEE Int'l Workshop on Quality of Service (IWQoS), 2010.
7. Y. Guo, P. Lama, J. Rao, and X. Zhou. V-cache: Towards flexible resource provisioning for multi-tier applications in iaas clouds. In Proc. of IEEE Int'l Parallel and Distributed Processing Symposium (IPDPS), 2013.
8. Y. Guo, P. Lama, and X. Zhou. Automated and agile server parameter tuning with learning and control. In Proc. of IEEE Int'l Parallel and Distributed Processing Symposium (IPDPS), 2012.
9. Y. Guo and X. Zhou. Coordinated vm resizing and server tuning: Throughput, power efficiency and scalability. In Proc. IEEE Int'lSymposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems (MASCOTS), pages 289-297, 2012.
10. T. Horvath, T. Abdelzaher, K. Skadron, and X. Liu. Dynamic voltage scaling in multitier web servers with end-to-end delay control. IEEE Trans. on Computers, 56(4):444-458, 2007.
11. 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'l Conf. on Distributed Computing Systems (ICDCS), 2010.
12. P. Lama, Y. Guo, and X. Zhou. Autonomic performance and power control for co-located web applications on virtualized servers. In Proc. IEEE Int'l Workshop on Quality of Service (IWQoS), 2013.
13. P. Lama and X. Zhou. Autonomic provisioning with self-adaptive neural fuzzy control for end-to-end delay guarantee. In Proc. IEEE/ACM Int'l Symp. on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS), pages 151-160, 2010.
14. P. Lama and X. Zhou. PERFUME: Power and performance guarantee with fuzzy mimo control in virtualized servers. In Proc. IEEE Int'l Workshop on Quality of Service (IWQoS), 2011.
15. P. Lama and X. Zhou. NINEPIN: Non-invasive and energy efficient performance isolation in virtualized servers. In Proc. IEEE/IFIP Int'lConference on Dependable Systems and Networks (DSN), pages 1-12, 2012.
16. C. Lefurgy, X. Wang, and M. Ware. Server-level power control. In Proc. IEEE Int'l Conf. on Autonomic Computing (ICAC), 2007.
17. J. C. B. Leite, D. M. Kusic, D. Mossé, and L. Bertini. Stochastic approximation control of power and tardiness in a three-tier web-hosting cluster. In Proc. IEEE Int'l Conf. on Autonomic computing (ICAC), 2010.
18. 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. of the EuroSys Conference (EuroSys), pages 13-26, 2009.
19. V. Patil and V. Chaudhary. Rack aware scheduling in hpc data centers: An energy conservation strategy. In Proc. of IEEE Int'l Parallel and Distributed Processing Symposium (IPDPS), 2011.
20. R. Raghavendra, P. Ranganathan, V. Talwar, Z. Wang, and X. Zhu. No power struggles: Coordinated multi-level power management for the data center. In Proc. ASPLOS, 2008.
21. V. Sharma, A. Thomas, T. Abdelzaher, K. Skadron, and Z. Lu. Poweraware qos management in web servers. In Proc. the IEEE Real-Time Systems Symp. (RTSS), 2003.
22. C. Stewart, T. Kelly, and A. Zhang. Exploiting nonstationarity for performance prediction. In Proc. of the EuroSys Conference (EuroSys), pages 31-44, 2007.
23. O. Unsal and I. Koren. System-level power-aware design techniques in real-time systems. Proc. of the IEEE, 91(7):1-15, 2003.
24. B. Urgaonkar, P. Shenoy, A. Chandra, P. Goyal, and T. Wood. Agile dynamic provisioning of multi-tier Internet applications. ACM Trans. on Autonomous and Adaptive Systems, 3(1):1-39, 2008.
25. H. Wang, Q. Teng, X. Zhong, and P. Sweeney. Using the middle tier to understand cross-tier delay in a multi-tier application. In Proc. IEEE Int'l Parallel Distributed Processing Symposium (IPDPS), 2010.
26. X. Wang, M. Chen, and X. Fu. Mimo power control for high-density servers in an enclosure. IEEE Trans. on Parallel and Distributed Systems, 21(10):1412-1426, 2010.
27. Y. Wang and X. Wang. Virtual batching: Request batching for server energy conservation in virtualized data centers. IEEE Trans. on Parallel and Distributed Systems, to appear in 2013, doi: 10. 1109/TPDS. 2012. 237.
28. Q. Zhang, F. Mohamed, S. Zhang, Q. Zhu, B. Raouf, and L. Joseph. Dynamic energy-aware capacity provisioning for cloud computing environments. In Proc. IEEE Int'l Conf. on Autonomic Computing (ICAC), 2012.