Energy-aware autonomic resource allocation in multitier virtualized environments

IEEE Transactions on Services Computing

Volumn 5, Issue 1, 2012, Pages 2-19

  Ardagna, Danilo ^a   Panicucci, Barbara ^a   Trubian, Marco ^b   Zhang, Li ^c  

^a POLITECNICO DI MILANO   (Italy)

^b UNIVERSITY OF MILAN   (Italy)

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

Author keywords

energy cost reduction; optimization; Performance attributes; performance of systems; quality concepts; resource allocation

Indexed keywords

ACTUATION MECHANISM; ALTERNATIVE METHODS; CAPACITY ALLOCATION; DESIGN AND OPERATIONS; DYNAMIC VOLTAGE/FREQUENCY SCALING; ENERGY AWARE; ENERGY COST REDUCTION; IT INFRASTRUCTURES; LOCAL SEARCH; MINIMIZING ENERGY; MIXED INTEGER NON-LINEAR PROGRAMMING PROBLEMS; MULTI-TIER; NP-HARD; PERFORMANCE ATTRIBUTES; PERFORMANCE LEVEL; PERFORMANCE OF SYSTEMS; POWER STATE; QUALITY CONCEPTS; RESOURCE ALLOCATION PROBLEM; RESOURCE MANAGEMENT; REVENUE GAINS; SERVICE CENTER; SERVICE LEVEL AGREEMENTS; SERVICE PROVIDER; SERVICE TIME; SERVICE-BASED SYSTEMS; VIRTUAL MACHINES; VIRTUALIZED ENVIRONMENT; WORKLOAD VARIATION;

COMMERCE; ENERGY UTILIZATION; NATURAL RESOURCES MANAGEMENT; OPTIMIZATION; RESOURCE ALLOCATION; VIRTUAL REALITY; WIRELESS SENSOR NETWORKS;

ECONOMICS;

EID: 84863244149     PISSN: 19391374     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSC.2010.42     Document Type: Article

References (38)

1. T. Abdelzaher, K.G. Shin, and N. Bhatti, "Performance Guarantees for Web Server End-Systems: A Control-Theoretical Approach," IEEE Trans. Parallel and Distributed Systems, vol. 13, no. 1, pp. 80-96, Jan. 2002. (Pubitemid 35037242)
2. B. Abrahao, V. Almeida, J. Almeida, A. Zhang, D. Beyer, and F. Safai, "Self-Adaptive SLA-Driven Capacity Management for Internet Services," Proc. IEEE/IFIP Network Operations and Management Symp., 2006.
3. J. Almeida, V. Almeida, D. Ardagna, I. Cunha, C. Francalanci, and M. Trubian, "Joint Admission Control and Resource Allocation in Virtualized Servers," J. Parallel and Distributed Computing, vol. 70, no. 4, pp. 344-362, 2010.
4. D. Ardagna, R. Mirandola, M. Trubian, and L. Zhang, "Run-Time Resource Management in SOA Virtualized Environments," Proc. Int'l Workshop Quality of Service-Oriented Software Systems, 2009.
5. D. Ardagna, M. Trubian, and L. Zhang, "SLA Based Resource Allocation Policies in Autonomic Environments," J. Parallel and Distributed Computing, vol. 67, no. 3, pp. 259-270, 2007. (Pubitemid 46149234)
6. M. Bennani and D. Menasce, "Resource Allocation for Autonomic Data Centers Using Analytic Performance Models," Proc. IEEE Int'l Conf. Autonomic Computing, 2005.
7. A. Chandra, P. Goyal, and P. Shenoy, "Quantifying the Benefits of Resource Multiplexing in On-Demand Data Centers," Proc. Workshop Algorithms and Architectures for Self-Managing Systems, 2003.
8. J. Chase, D. Anderson, P. Thakar, A. Vahdat, and R. Doyle, "Managing Energy and Server Resources in Hosting Centres," Proc. 18th ACM Symp. Operating Systems Principles, Oct. 2001.
9. Y. Chen, A. Das, W. Qin, A. Sivasubramaniam, Q. Wang, and N. Gautam, "Managing Server Energy and Operational Costs in Hosting Centers," Proc. ACM Int'l Conf. Measurement and Modeling of Computer Systems, 2005.
10. L. Cherkasova and P. Phaal, "Session-Based Admission Control: A Mechanism for Peak Load Management of Commercial Web Sites," IEEE Trans. Computers, vol. 51, no. 6, pp. 669-685, June 2002. (Pubitemid 34669606)
11. J. Choi, S. Govindan, B. Urgaonkar, and A. Sivasubramaniam, "Profiling, Prediction, and Capping of Power Consumption in Consolidated Environments," Proc. Int'l Symp. Modeling, Analysis, and Simulation of Computer and Telecomm. Systems, 2008.
12. W. Feng, X. Feng, and R. Ge, "Green Supercomputing Comes of Age," IT Professional, vol. 10, no. 1, pp. 17-23, 2008. (Pubitemid 351225228)
13. A. Gandhi, M. Harchol-Balter, R. Das, and C. Lefurgy, "Optimal Power Allocation in Server Farms," Proc. ACM Int'l Conf. Measurement and Modeling of Computer Systems, 2009.
14. D. Gupta, L. Cherkasova, R. Gardner, and A. Vahdat, "Enforcing Performance Isolation across Virtual Machines in Xen," Proc. ACM/IFIP/USENIX Int'l Conf. Middleware, 2006.
15. V. Gupta and M. Harchol-Balter, "Self-Adaptive Admission Control Policies for Resource-Sharing Systems," Proc. ACM Int'l Conf. Measurement and Modeling of Computer Systems, 2009.
16. E. Kalyvianaki, T. Charalambous, and S. Hand, "Self-Adaptive and Self-Configured CPU Resource Provisioning for Virtualized Servers Using Kalman Filters," Proc. Int'l Conf. Autonomic Computing, 2009.
17. J. Kephart, H. Chan, R. Das, D. Levine, G. Tesauro, F. Rawson, and C. Lefurgy, "Coordinating Multiple Autonomic Managers to Achieve Specified Power-Performance Tradeoffs," Proc. Int'l Conf. Autonomic Computing, June 2007.
18. S. Kumar, V. Talwar, V. Kumar, P. Ranganathan, and K. Schwan, "vManage: Loosely Coupled Platform and Virtualization Management in Data Centers," Proc. Int'l Conf. Autonomic Computing, 2009.
19. D. Kusic and N. Kandasamy, "Risk-Aware Limited Lookahead Control for Dynamic Resource Provisioning in Enterprise Computing Systems," Proc. Int'l Conf. Autonomic Computing, 2006.
20. D. Kusic, J.O. Kephart, N. Kandasamy, and G. Jiang, "Power and Performance Management of Virtualized Computing Environments via Lookahead Control," Proc. Int'l Conf. Autonomic Computing, 2008.
21. G. Pacifici, W. Segmuller, M. Spreitzer, and A. Tantawi, "CPU Demand for Web Serving: Measurement Analysis and Dynamic Estimation," Performance Evaluation, vol. 65, nos. 6/7, pp. 531-553, 2008.
22. G. Pacifici, M. Spreitzer, A.N. Tantawi, and A. Youssef, "Performance Management for Cluster-Based Web Services," IEEE J. Selected Areas in Comm., vol. 23, no. 12, pp. 2333-2343, Dec. 2005. (Pubitemid 41811982)
23. W. Qin and Q. Wang, "Modeling and Control Design for Performance Management of Web Servers via an LPV Approach," IEEE Trans. Control Systems Technology, vol. 15, no. 2, pp. 259-275, Mar. 2007. (Pubitemid 46485263)
24. R. Raghavendra, P. Ranganathan, V. Talwar, Z. Wang, and X. Zhu, "No 'Power' Struggles: Coordinated Multi-Level Power Management for the Data Center," SIGARCH Computer Architecture News, vol. 36, no. 1, pp. 48-59, 2008. (Pubitemid 351585393)
25. P. Ranganathan, P. Leech, D. Irwin, and J. Chase, "Ensemble-Level Power Management for Dense Blade Servers," SIGARCH Computer Architecture News, vol. 34, no. 2, pp. 66-77, 2006. (Pubitemid 46016605)
26. A. Riska, M. Squillante, S.Z. Yu, Z. Liu, and L. Zhang, "Matrix-Analytic Analysis of a MAP/PH/1 Queue Fitted to Web Server Data," Matrix-Analytic Methods: Theory and Applications, G. Latouche and P. Taylor, eds., World Scientific, 2002.
27. S. Rivoire, P. Ranganathan, and C. Kozyrakis, "A Comparison of High-Level Full-System Power Models," Proc. Conf. Power Aware Computing and Systems, 2008.
28. J. Rolia, L. Cherkasova, and C. McCarthy, "Configuring Workload Manager Control Parameters for Resource Pools," Proc. 10th IEEE/IFIP Network Operations and Management Symp., Apr. 2006.
29. M. Steinder, I. Whalley, and D. Chess, "Server Virtualization in Autonomic Management of Heterogeneous Workloads," SIGOPS Operating Systems Rev., vol. 42, no. 1, pp. 94-95, 2008.
30. C. Tang, M. Steinder, M. Spreitzer, and G. Pacifici, "A Scalable Application Placement Controller for Enterprise Data Centers," Proc. Int'l Conf. World Wide Web, 2007.
31. G. Tesauro, N.R. Das, and M. Bennani, "A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation," Proc. Int'l Conf. Autonomic Computing, June 2006.
32. B. Urgaonkar, G. Pacifici, P.J. Shenoy, M. Spreitzer, and A.N. Tantawi, "Analytic Modeling of Multitier Internet Applications," ACM Trans. Web, vol. 1, no. 1, p. 2, Jan. 2007.
33. B. Urgaonkar and P. Shenoy, "Sharc: Managing CPU and Network Bandwidth in Shared Clusters," IEEE Trans. Parallel and Distributed Systems, vol. 15, no. 1, pp. 2-17, Jan. 2004.
34. M. Verhaegen and P. Dewilde, "Achieving 80% Utilization. Pictures of the Future," The Magazine for Research and Innovation, p. 9, 2008.
35. X. Wang, Z. Du, Y. Chen, and S. Li, "Virtualization-Based Autonomic Resource Management for Multi-Tier Web Applications in Shared Data Center," J. System Software, vol. 81, no. 9, pp. 1591-1608, 2008.
36. Xen, "The Xen Virtual Machine Monitor," 2009.
37. Z.L. Zhang, D. Towsley, and J. Kurose, "Statistical Analysis of the Generalized Processor Sharing Scheduling Discipline," IEEE J. Selected Areas in Comm., vol. 13, no. 6, pp. 1071-1080, Aug. 1995.
38. X. Zhu, D. Young, B. Watson, Z. Wang, J. Rolia, S. Singhal, B. McKee, C. Hyser, D. Gmach, R. Gardner, T. Christian, and L. Cherkasova, "1000 Islands: An Integrated Approach to Resource Management for Virtualized Data Centers," J. Cluster Computing, vol. 12, no. 1, pp. 45-57, 2009.