Coordinated power and performance guarantee with fuzzy MIMO control in virtualized server clusters

IEEE Transactions on Computers

Volumn 64, Issue 1, 2015, Pages 97-111

  Lama, Palden ^a   Zhou, Xiaobo ^b,c  

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

^b TONGJI UNIVERSITY   (China)

^c University of Colorado Colorado Springs   (United States)

Author keywords

fuzzy MIMO control; multi tier internet services; performance guarantee; Power budget; proactive control; self adaptation; server virtualization

Indexed keywords

BUDGET CONTROL; COMMERCE; COMPLEX NETWORKS; FUZZY LOGIC; INTERNET; NEURAL NETWORKS; RESPONSE TIME (COMPUTER SYSTEMS); SYSTEM STABILITY;

MIMO CONTROLS; MULTI-TIER INTERNETS; PERFORMANCE GUARANTEES; POWER BUDGETS; SELF ADAPTATION; SERVER VIRTUALIZATION;

ADAPTIVE CONTROL SYSTEMS;

EID: 84919493184     PISSN: 00189340     EISSN: None     Source Type: Journal    
DOI: 10.1109/TC.2013.184     Document Type: Article

References (39)

1. M. Arlitt and T. Jin, "Workload Characterization of the 1998 World Cup Web Site," Technical Report HPL-99-35R, HP Labs., 1999.
2. S. Chen, K.R. Joshi, M.A. Hiltunen, R.D. Schlichting, and W.H. Sanders, "CPU Gradients: Performance-Aware Energy Conservation in Multitier Systems," Proc. Int'l Conf. Green Computing (GREENCOMP), pp. 15-29, 2010.
3. Y. Chen, A. Das, W. Qin, A. Sivasubramaniam, Q. Wang, and N. Gautam, "Managing Server Energy, and Operational Costs in Hosting Centers," Proc. Int'l Conf. Measurements and Modeling of Computer Systems (SIGMETRICS'05), pp. 303-314, 2005.
4. S. Chiu, "Fuzzy Model Identification Based on Cluster Estimation," J. Intelligent and Fuzzy Systems, vol. 2, no. 3, pp. 267-278, 1994.
5. M. Elnozahy, M. Kistler, and R. Rajamony, "Energy Conservation Policies for Web Servers," Proc. 4th USENIX Symp. Internet Technologies and Systems, pp. 8-8, 2003.
6. X. Fan, W.D. Weber, and L.A. Barroso, "Power Provisioning for a Warehouse-Sized Computer," ACM Special Interest Group on Computer Architecture, vol. 35, no. 2, pp. 13-23, 2007.
7. A. Gandhi, M. Harchol-Balter, R. Das, and C. Lefurgy, "Optimal Power Allocation in Server Farms," Proc. 11th Int'l Joint Conf. Measurement and Modeling of Computer Systems(ACMSIGMETRICS), pp. 157-168, 2009.
8. J. Gong and C.-Z. Xu, "VPNP: Automated Coordination of Power, and Performance in Virtualized Datacenters," Proc. 18th Int'l Workshop Quality of Service (IWQoS), pp. 1-9, June 2010.
9. S. Govindan, J. Choi, B. Urgaonkar, A. Sivasubramaniam, and A. Baldini, "Statistical Profiling-Based Techniques for Effective Power Provisioning in Data Centers," Proc. 4th ACM European Conf. Computer Systems (EuroSys'09), pp. 317-330, 2009.
10. S. Govindan, J. Liu, A. Kansal, and A. Sivasubramaniam, "Cuanta: Quantifying Effects of Shared On-Chip Resource Interference for Consolidated Virtual Machines," Proc. 2nd ACM Symp. Cloud Computing (SOCC), pp. 1-14, 2011.
11. Y. Guo, P. Lama, and X. Zhou, "Automated, and Agile Server Parameter Tuning with Learning, and Control," Proc. IEEE 26th Int'l Parallel and Distributed Processing Symp. (IPDPS), pp. 656-667, 2012.
12. Y. Guoand X. Zhou, "CoordinatedVMResizing, and Server Tuning: Throughput, Power Efficiency, and Scalability," Proc. IEEE 20th Int'l Symp. Modeling, Analysis and Simulation of Computer and Telecomm. Systems (MASCOTS), pp. 289-297, 2012.
13. T. Horvath, T. Abdelzaher, K. Skadron, and X. Liu, "Dynamic Voltage Scaling in Multitier Web Servers with End-to-End Delay Control," IEEE Trans. Computers, vol. 56, no. 4, pp. 444-458, Apr. 2007.
14. J.-S. Jang, "ANFIS: Adaptive-Network-Based Fuzzy Inference System," IEEE Trans. Systems, Man, and Cybernetics, vol. 23, no. 3, pp. 665-685, May/June 1993.
15. C. Jiang, X. Xu, J. Wan, J. Zhang, X. You, and R. Yu, "Power Aware Job Scheduling with QOS Guarantees Based on Feedback Control," Proc. 18th Int'l Workshop Quality of Service (IWQoS), pp. 1-2, 2010.
16. 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," Proc. IEEE 30th Int'l Conf. Distributed Computing Systems (ICDCS), pp. 62-73, 2010.
17. Y. Koh, R. Knauerhase, P. Brett, M. Bowman, W. Zhihua, and C. Pu, "An Analysis of Performance Interference Effects in Virtual Environments," Proc. IEEE Int'l Symp. Performance Analysis of Systems & Software (ISPASS 2007), pp. 200-209, 2007.
18. S. Kumar, V. Talwar, V. Kumar, P. Ranganathan, and K. Schwan, "vMANAGE: Loosely Coupled Platform, and Virtualization Management in Data Centers," Proc. IEEE 6th Int'l Conf. Autonomic Computing, pp. 127-136, 2009.
19. D. Kusic, J. Kephart, J. Hanson, N. Kandasamy, and G. Jiang, "Power, and Performance Management of Virtualized Computing Environments via Lookahead Control," Proc. IEEE Int'l Conf. Autonomic Computing (ICAC'08), pp. 3-12, 2008.
20. P. Lama and X. Zhou, "Autonomic Provisioning with Self-Adaptive Neural Fuzzy Control for End-to-End Delay Guarantee," Proc. IEEE Int'l Symp. Modeling, Analysis & Simulation of Computer and Telecomm. Systems (MASCOTS), pp. 151-160, 2010.
21. P. Lama and X. Zhou, "PERFUME: Power, and Performance Guarantee with Fuzzy Mimo Control in Virtualized Servers," Proc. IEEE 19th Int'l Workshop Quality of Service (IWQoS), pp. 345-354, 2011.
22. P.Lamaand X. Zhou, "Efficient Server Provisioning with Control for End-to-End Delay Guarantee on Multi-Tier Clusters," IEEE Trans. Parallel and Distributed Systems, vol. 23, no. 1, p. 19, Jan. 2012.
23. P. Lama and X. Zhou, "NINEPIN: Non-Invasive, and Energy Efficient Performance Isolation in Virtualized Servers," Proc. 42nd Ann. IEEE/IFIP Int'l Conf. Dependable Systems and Networks (DSN), pp. 1-12, 2012.
24. K. Le, R. Bianchiniy, M. Martonosiz, and T.D. Nguyeny, "Cost-, and Energy-Aware Load Distribution across Data Centers," Proc. HotPower, pp. 1-5, 2009.
25. C. Lefurgy, X. Wang, and M. Ware, "Server-Level Power Control," Proc. IEEE 4th Int'l Conf. Autonomic Computing (ICAC'07), p. 4, 2007.
26. 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," Proc. 7th Int'l Conf. Autonomic Computing (ICAC'10), pp. 41-50, 2010.
27. H. Lim, A. Kansal, and J. Liu, "Power Budgeting for Virtualized Data Centers," Proc. USENIX Ann. Technical Conf., pp. 5-5, 2011.
28. J. Mars, L. Tang, R. Hundt, K. Skadron, and M.L. Soffa, "Bubble-Up: Increasing Utilization in Modern Warehouse Scale Computers via Sensible Co-Locations," Proc. 44th Ann. IEEE/ACM Int'l Symp. Microarchitecture (MICRO-44), pp. 248-259, 2011.
29. N. Mi, G. Casale, L. Cherkasova, and E. Smirni, "Injecting Realistic Burstiness to a Traditional Client-Server Benchmark," Proc. IEEE 6th Int'l Conf. Autonomic Computing (ICAC'09), pp. 149-158, 2009.
30. R. Nathuji, K. Schwan, A. Somani, and Y. Joshi, "VPM Tokens: Virtual Machine-Aware Power Budgeting in Datacenters," Cluster Computing, vol. 12, no. 2, pp. 189-203, 2009.
31. 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," Proc. 4th ACM European Conf. Computer Systems (EuroSys), pp. 13-26, 2009.
32. R. Raghavendra, P. Ranganathan, V. Talwar, Z. Wang, and X. Zhu, "NoPower Struggles: Coordinated Multi-Level PowerManagement for the Data Center," Proc. 13th Int'l Conf. Architectural Support for Programming Languages and Operating Systems, pp. 48-59, 2008.
33. R. Singh, U. Sharma, E. Cecchet, and P. Shenoy, "Autonomic Mix-Aware Provisioning for Non-Stationary Data Center Workloads," Proc. 7th IEEE Int'l Conf. Autonomic Computing (ICAC), pp. 21-30, 2010.
34. B. Urgaonkar, P. Shenoy, A. Chandra, P. Goyal, and T. Wood, "Agile Dynamic Provisioning of Multi-Tier Internet Applications," ACM Trans. Autonomous and Adaptive Systems, vol. 3, no. 1, pp. 1-39, 2008.
35. A. Verma, P. Ahuja, and A. Neogi, "pMAPPER: Power, and Migration Cost Aware Application Placement in Virtualized Systems," Proc. ACM/IFIP/USENIX 9th Int'l Middleware Conf., pp. 243-264, 2008.
36. A. Verma, P. De, V. Mann, T. Nayak, A. Purohit, G. Dasgupta, and R. Kothari, "BrownMap: Enforcing Power Budget in Shared Data Centers," Proc. ACM/IFIP/USENIX 11th Int'l Middleware Conf., pp. 42-63, 2010.
37. X. Wang, M. Chen, and X. Fu, "MIMO Power Control for High-Density Servers in an Enclosure," IEEE Trans. Parallel and Distributed Systems, vol. 21, no. 10, pp. 1412-1426, Oct. 2010.
38. X.Wangand Y.Wang, "Co-Con: Coordinated Control of Power, and Application Performance for Virtualized Server Clusters," Proc. 17th IEEE Int'l Workshop Quality of Service (IWQoS), pp. 1-9, 2009.
39. B.J. Watson, M.Marwah,D. Gmach,Y. Chen,M. Arlitt, and Z. Wang, "Probabilistic Performance Modeling of Virtualized Resource Allocation," Proc. 7th Int'l Conf. Autonomic Computing (ICAC), pp. 99-108, 2010.