Energy efficiency in data centers and cloud-based multimedia services: an overview and future directions

2010 International Conference on Green Computing, Green Comp 2010

Volumn , Issue , 2010, Pages 375-382

  Yuan, Hang ^a   Kuo, C C Jay ^a   Ahmad, Ishfaq ^b  

^a University of Southern California   (United States)

^b University of Texas at Arlington   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLOUD COMPUTING; DATA CENTERS; ECONOMIC PERSPECTIVE; ENERGY CONSUMPTION; ENVIRONMENT CONSERVATION; FUTURE DIRECTIONS; MULTIMEDIA DATA; POWER CONSUMPTION; STREAMING SERVICE;

ENERGY EFFICIENCY; ENERGY RESOURCES; ENERGY UTILIZATION; GRID COMPUTING; MULTIMEDIA SYSTEMS; SATELLITE COMMUNICATION SYSTEMS;

MULTIMEDIA SERVICES;

EID: 78449308500     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GREENCOMP.2010.5598292     Document Type: Conference Paper

References (68)

1. U.S. EPA, "Report to congress on server and data center energy efficiency," U.S. Environmental Protection Agency, Aug. 2007.
2. L. Barroso and U. Hölzle, "The case for energy-proportional computing," IEEE Computer, Jan 2007.
3. RK Sharma et al, "Balance of Power: Dynamic Thermal Management for Internet Data Centers", IEEE Internet Computing Feb. 2005
4. N. Tolia et al, "Delivering energy proportionality with non energy-proportional systems - optimizing the ensemble," in Proc. of the 1st Workshop on Power Aware Computing and Systems, Dec 2008.
5. Ramya Raghavendra et al, "No "Power" Struggles: Coordinated Multi-level Power Management for the Data Center", ASPLOS '08
6. P Ranganathan, P Leech, D Irwin and J. Chase "Ensemble-level power management for dense blade servers", Proceedings of the 33rd annual international symposium on Computer Architecture, 2006
7. K. Leigh and P. Ranganathan, "Blades as a general-purpose infrastructure for future system architectures: Challenges and solutions," HP Labs Tech. Rep. HPL-2006-182, Jan 2007.
8. David Meisner et al, "PowerNap: eliminating server idle power", Proceeding of the 14th international conference on Architectural support for programming languages and operating systems, Mar 2009
9. D. Brooks and M. Martonosi,"Dynamic Thermal Management for High-Performance Microprocessors," Proc. 7th Int'l Symp. High-Performance Computer Architecture, 2001.
10. Xiaobo Fan , Wolf-dietrich Weber , Luiz André Barroso, "Power Provisioning for a Warehouse-sized Computer", International Symposium on Computer Architecture, 2007
11. Canturk Isci et al, "An Analysis of Efficient Multi-Core Global Power Management Policies: Maximizing Performance for a Given Power Budget", Proceedings of the 39th Annual IEEE/ACM International Symposium on Microarchitecture, 2006
12. S Srikantaiah, A Kansal, F Zhao, "Energy Aware Consolidation for Cloud Computing", USENIX HotPower'08: Workshop on Power Aware Computing and Systems at OSDI.
13. Ripal Nathuji , Canturk Isci, Eugene Gorbatov , "Exploiting Platform Heterogeneity for Power Efficient Data Centers", Proceedings of the IEEE International Conference on Autonomic Computing, 2007
14. R Nathuji, K Schwan, "VirtualPower: coordinated power management in virtualized enterprise systems", ACM SIGOPS Operating Systems Review, 2007
15. R. Nathuji and K. Schwan, "VPM tokens: Virtual machine-aware power budgeting in datacenters", In Proceedings of the ACM/IEEE International Symposium on HDPC, June 2008.
16. S. Chandra and A. Vahdat, "Application-specic Network Management for Energy-aware Streaming of Popular Multimedia Formats", In Usenix Annual Technical Conference, June 2002.
17. G Chen, et al, "Energy-Aware Server Provisioning and Load Dispatching for Connection-Intensive Internet Services", NSDI'08.
18. HEATH, T et al. Energy conservation in heterogeneous server clusters. In Proceedings of ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP) (2005).
19. D. Economou et al "Full-system power analysis and modeling for server environments" In Proceedings of the Workshop on Modeling, Benchmarking, and Simulation (June 2006).
20. S. Rivoire, P. Ranganathan, and C. Kozyrakis. "A comparison of high-level full-system power models," In HotPower'08, 2008
21. A Dan, D Sitaram, P Shahabuddin, "Scheduling policies for an ondemand video server with batching", Proceedings of the second ACM international conference on Multimedia, 1994
22. Jack Y.B. Lee, "Design, Performance Analysis, and Implementation of a Super-Scalar video-on-Demand System", IEEE Trans. on CSVT, Nov 2002
23. th Usenix Symp. Internet Technologies and Systems, Usenix Assoc., 2003, pp. 99-112.S.H.
24. G. Chan, F. Tobagi, "Distributed Servers Architecture for Networked Video Services", IEEE/ACM Trans. on Networking, Apr 2001
25. A. Weissel et al, "Dynamic Thermal Management for Distributed Systems," Proc. 1st Workshop Temperature-Aware Computer System
26. E.V. Carrera et al, "Conserving Disk Energy in Network Servers," Proc. 17th Int'l Conf. Supercomputing, ACM Press, 2003.
27. Q. Zhu, A. Shankar, and Y. Zhou, "PB-LRU: A Self-Tuning Power Aware Storage Cache Replacement Algorithm for Conserving Disk Energy," Proc. 18th Int'l Conf. Supercomputing, ACM Press, 2004.
28. J. Gafsi et al. Modeling and performance comparison of reliability strategies for distributed video servers. IEEE TPDS, Apr 2000.
29. S. Gurumurthi et al., "DRPM: Dynamic Speed Control for Power Management in Server Class Disks," Proc. Int'l Symp. Computer Architecture, IEEE CS Press, 2003, pp. 169-179.
30. L Cherkasova et al, "Building a Performance Model of Streaming Media Applications in Utility Data Center Environment", IEEE/ACM International Symposium on Cluster and the Grid, May 2003
31. Cong Liu et al "Distributed Energy-Efficient Scheduling for Data-Intensive Applications with Deadline Constraints on Data Grids", Proc. 27th IEEE IPCCC, Dec. 2008.
32. K Le et al, "Cost- and Energy-Aware Load Distribution Across Data Centers", Proceedings of HotPower, Oct 2009
33. Xiaozhu Kang et al, "Measurement, Modeling, and Analysis of Internet Video Sharing Site Workload: A Case Study", 2008 IEEE International Conference on Web Services
34. L Cherkasova, M Gupta, "Analysis of enterprise media server workloads: access patterns, locality, content evolution, and rates of change", IEEE/ACM Transactions on Networking (TON) 2004
35. D. Wu et al., "Streaming Video Over the Internet: Approaches and Directions," IEEE Transaction CSVT, Mar. 2001, pp. 282-300.
36. D. James Gemmell et al, "Multimedia Storage Servers: A Tutorial," IEEE Comput. Mag, May 1995.
37. R Tewari, R Mukherjee, DM Dias, HM Vin, "Design and performance tradeoffs in clustered video servers", The 1996 International Conference on Multimedia Computing and Systems
38. Hai Jin et al, "Clustered Multimedia Servers: Architecture and Storage System", Internet and Cluster Computing Center, 2003.
39. Y. B. Lee, "Parallel video servers - A tutorial," IEEE Multimedia, vol. 5, no.2, pp. 20-28, June 1998.
40. Dwight Makaroff et al , "An evaluation of VBR disk admission algorithms for continuous media file servers", Proceedings of the fifth ACM international conference on Multimedia, Nov 1997.
41. H. Vin , P. Goyal , A. Goyal, "A statistical admission control algorithm for multimedia servers", Proceedings of the second ACM international conference on Multimedia, October 1994.
42. A. Guha, "The evolution to network storage architectures for multimedia applications," Proc. IEEE Int. Conf. Multimedia Computing and Systems, pp. 68-73, June 1999.
43. A.L.N. Reddy and J.C. Wyllie, "I/O Issues in a Multimedia System," IEEE Computer, March 1994, pp.17-28
44. B. Hamidzadeh et al, "Dynamic scheduling techniques for interactive hypermedia servers," IEEE Trans. Consumer Electron., , Feb. 1999.
45. M Chesire et al, "Measurement and analysis of a streaming-media workload", In Proc. of USITS (San Francisco, CA, March 2001).
46. Cisco White Paper, "Cisco Visual Networking Index - Forecast and Methodology, 2007-2012", June 16, 2008.
47. H. Yu et al, "Understanding User Behavior in Large-Scale Video-on-demand Systems", In Proc. of ACM Eurosys, 2006.
48. Andreas Berl et al, "Energy-Efficient Cloud Computing", The Computer Journal Advance Access published August 19, 2009.
49. Weiss, A., "Computing in the Clouds," ACM Networker, Vol. 11, Issue 4, pp 18-25, December 2007.
50. M. Armbrust et al, "Above the Clouds: A Berkeley View of Cloud computing", Technical Report, UC Berkley, USA, Feb. 10, 2009.
51. Mike Bennett, "IEEE P802.3az January 2010 Interim agenda", http://www.ieee802.org/3/az/public/jan10/agenda-01-0110.pdf
52. S. Mohapatra et al, "Integrated power management for video streaming to mobile devices", Proc. of ACM Multimedia, Nov. 2003
53. K. Church et al, "On delivering embarrassingly distributed cloud services", In ACM HotNets VII, 2008.
54. Mohit Saxena et al, "Analyzing Video Services in Web 2.0: A Global Perspective", Proceedings of the 18th international Workshop on Network and Operating Systems Support For Digital Audio and Video, Braunschweig, Germany, 28-30 May 2008.
55. J. Mouton. Enabling the Vision: Leading the Architecture of the Future. Keynote at Server Blade Summit, 2004
56. L. Benini et al, "A survey of design techniques for system-level dynamic power management," IEEE Trans. VLSI Syst., June 2000.
57. K. Lim, et al. Understanding and Designing New Server Architectures for Emerging Warehouse-Computing Environments. International Symposium on Computer Architecture, 2008.
58. Tomer Y. Morad et al. Performance, power efficiency and scalability of asymmetric cluster chip multiprocessors. In Computer Architecture Letters, Vol 4, July 2005.
59. Patel, C. D, Shah, A., "Cost Model for Planning, Development and Operation of a Data Center", HP Lab Technical Report, June 9, 2005
60. ECOS and EPR, "Efficient power supplies for data center," ECOS and EPR, Tech. Rep., Feb. 2008.
61. C Isci and M Martonosi, "Runtime power monitoring in high-end processors: Methodology and empirical data", In Proceedings of the International Symposium on Microarchitecture (Dec. 2003).
62. DJ Brown, C Reams, "Toward energy-efficient computing", Communications of the ACM, 2010.
63. M. Lim, V. Freeh, and D. Lowenthal. Adaptive, transparent frequency and voltage scaling of communication phases in mpi programs. In IEEE/ACM Supercomputing, November 2006.
64. S. Siddha et al, "Getting maximum mileage out of tickless," in Proc. of the 2007 Linux Symposium, 2007.
65. C. Isci, G. Contreras, and M. Martonosi, "Live, runtime phase monitoring and prediction on real systems with application to dynamic power management", Proceedings of the 39th International Symposium on Microarchitecture (MICRO-39), December 2006.
66. H. Li, C. Cher, T. Vijaykumar, and K. Roy, "VSV: L2-miss-driven variable supply-voltage scaling for low power", In Proceedings of the IEEE International Symposium on Microarchitecture, 2003.
67. E.N. Elnozahy et al, "Energy-Efficient Server Clusters," Proc. 2nd Workshop on Power-Aware Computing Systems, Springer, 2002.
68. R. Bianchini and R. Rajamony. Power and Energy Management for Server Systems. IEEE Computer, 37(11), November 2004.