Power management of virtualized cloud computing platform

Jisuanji Xuebao/Chinese Journal of Computers

Volumn 35, Issue 6, 2012, Pages 1262-1285

  Ye, Ke Jiang ^a   Wu, Zhao Hui ^a   Jiang, Xiao Hong ^a   He, Qin Ming ^a  

^a ZHEJIANG UNIVERSITY   (China)

Author keywords

Cloud computing; Green computing; Live migration; Power management; Server consolidation; Virtualization

Indexed keywords

GREEN COMPUTING; LIVE MIGRATIONS; POWER MANAGEMENTS; SERVER CONSOLIDATION; VIRTUALIZATIONS;

ALGORITHMS; CLOUD COMPUTING; ENERGY UTILIZATION; RESEARCH; TECHNOLOGY; VIRTUAL REALITY;

INFORMATION MANAGEMENT;

EID: 84864506183     PISSN: 02544164     EISSN: None     Source Type: Journal    
DOI: 10.3724/SP.J.1016.2012.01262     Document Type: Article

References (92)

1. Armbrust M, Fox A, Griffith R, Joseph A D, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I et al. A view of cloud computing. Communications of the ACM, 2010, 53(4): 50-58
2. Chen Kang, Zheng Wei-Min. Cloud computing: System instances and current research. Journal of Software, 2009, 20(5): 1337-1348(in Chinese)
3. Hooper A. Green computing. Communications of the ACM, 2008, 51(10): 11-13
4. Ranganathan P. Recipe for efficiency: Principles of power-aware computing. Communications of the ACM, 2010, 53(4): 60-67
5. Lee Y C, Zomaya A Y. Energy efficient utilization of resources in cloud computing systems. The Journal of Supercomputing, 2010, 1-13
6. Bohrer P, Elnozahy E N, Keller T, Kistler M, Lefurgy C, McDowell C, Rajamony R. The case for power management in web servers//Graybill Robert; Melhem Rami eds. Power Aware Computing. Germany: Springer, 2002: 1-31
7. Barroso L A, Holzle U. The case for energy-proportional computing. IEEE Computer, 2007, 40(12): 33-37
8. Ranganathan P, Leech P, Irwin D, Chase J. Ensemble-level power management for dense blade servers//Proceedings of the 33rd Annual International Symposium on Computer Architecture (ISCA'06). Boston, USA, 2006: 66-77
9. Barham P, Dragovic B, Fraser K, Hand S, Harris T, Ho A, Neugebauer R, Pratt I, Warfield A. Xen and the art of virtualization//Proceedings of the 19th ACM Symposium on Operating Systems Principles (SOSP'03). New York, USA, 2003: 164-177
10. Hermenier F, Lorca X, Menaud J M, Muller G, Lawall J. Entropy: A consolidation manager for clusters//Proceedings of the 2009 ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments (VEE'09). Washington, USA, 2009: 41-50
11. Clark C, Fraser K, Hand S, Hansen J G, Jul E, Limpach C, Pratt I, Warfield A. Live migration of virtual machines//Proceedings of the 2nd Conference on Symposium on Networked Systems Design & Implementation (NSDI'05). Boston, USA, 2005: 273-286
12. Ye K, Jiang X, Ye D, Huang D. Two optimization mechanisms to improve the isolation property of server consolidation in virtualized multi-core server//Proceedings of the 12th IEEE International Conference on High Performance Computing and Communications (HPCC'10). Melbourne, Australia, 2010: 281-288
13. Cully B, Lefebvre G, Meyer D, Feeley M, Hutchinson N, Warfield A. Remus: High availability via asynchronous virtual machine replication//Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation (NSDI'05). Boston, USA, 2008: 161-174
14. Ye K, Jiang X, He Q, Li X, Chen J. Evaluate the performance and scalability of image deployment in virtual data center//Proceedings of the 2010 IFIP International Conference on Network and Parallel Computing. Zhengzhou, China, 2010: 390-401
15. Patterson A D. The data center is the computer. Communications of the ACM, 2008, 51(1): 105-105
16. Buyya R, Beloglazov A, Abawajy J. Energy-efficient management of data center resources for cloud computing: A vision, architectural elements, and open challenges//Proceedings of the International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA'10). Las Vagas, USA, 2010: 6-20.
17. Guo Bing, Shen Yan, Shao Zi-Li. The redefinition and some discussion of green computing. Chinese Journal of Computers, 2009, 32(12): 2311-2319(in Chinese)
18. Berl A, Gelenbe E, Di Girolamo M, Giuliani G, De Meer H, Dang M Q, Pentikousis K. Energy-efficient cloud computing. The Computer Journal, 2010, 53(7): 1045-1051
19. Nathuji R, Schwan K. VirtualPower: Coordinated power management in virtualized enterprise systems//Proceedings of the 21th ACM SIGOPS Symposium on Operating Systems Principles (SOSP'07). Washington, USA, 2007: 265-278
20. Nathuji R, Schwan K, Somani A, Joshi Y. VPM tokens: Virtual machine-aware power budgeting in datacenters. Cluster Computing, 2009, 12(2): 189-203
21. Stoess J, Lang C, Bellosa F. Energy management for hypervisor-based virtual machines//Proceedings of the USENIX Annual Technical Conference (USENIX ATC'07). Santa Clara, USA, 2007: 1-14
22. Soundararajan V, Anderson J M. The impact of management operations on the virtualized datacenter//Proceedings of the ACM International Symposium on Computer Architecture (ISCA'10). Saint-Malo, France, 2010: 326-337
23. Kansal A, Zhao F, Liu J, Kothari N, Bhattacharya A A. Virtual machine power metering and provisioning//Proceedings of the 1st ACM Symposium on Cloud Computing. Indianapolis, USA, 2010: 39-50
24. McIntosh-Smith S, Wilson T, Crisp J, Ibarra A, Sessions R B. Energy-aware metrics for benchmarking heterogeneous systems. ACM SIGMETRICS Performance Evaluation Review, 2011, 38(4): 88-94
25. Krishnan B, Amur H, Gavrilovska A, Schwan K. VM power metering: Feasibility and challenges. ACM SIGMETRICS Performance Evaluation Review, 2011, 38(3): 56-60
26. Liu L, Wang H, Liu X, Jin X, He W B, Wang Q B, Chen Y. GreenCloud: A new architecture for green data center//Proceedings of the 6th International Conference on Autonomic Computing and Communications (ICAC'09). Barcelona, Spain, 2009: 29-38
27. Bohra A E H, Chaudhary V. VMeter: Power modelling for virtualized clouds//Proceedings of the 2010 IEEE International Symposium on Parallel & Distributed (IPDPS'10). Atlanta, USA, 2010: 1-8
28. Srikantaiah S, Kansal A, Zhao F. Energy aware consolidation for cloud computing//Proceedings of the 2008 Conference on Power Aware Computing and Systems (HotPower'08). San Diego, USA, 2008: 1-5
29. Kansal A, Zhao F. Fine-grained energy profiling for power-aware application design. ACM SIGMETRICS Performance Evaluation Review, 2008, 36(2): 26-31
30. Choi J, Govindan S, Urgaonkar B, Sivasubramaniam A. Profiling, prediction, and capping of power consumption in consolidated environments//Proceedings of the IEEE International Symposium on Modeling, Analysis and Simulation of Computers and Telecommunication Systems (MASCOTS'08). Baltimore, USA, 2008: 1-10
31. Choi J, Govindan S, Jeong J, Urgaonkar B, Sivasubramaniam A. Power consumption prediction and power-aware packing in consolidated environments. IEEE Transactions on Computers, 2010, 59(12): 1640-1654
32. Lin Chuang, Tian Yuan, Yao Min. Green network and green evaluation: Mechanism, modeling and evaluation. Chinese Journal of Computers, 2011, 34(4): 593-612(in Chinese)
33. Bao Y, Chen M, Ruan Y, Liu L, Fan J, Yuan Q, Song B, Xu J. HMTT: A platform independent full-system memory trace monitoring system. ACM SIGMETRICS Performance Evaluation Review, 2008, 36(1): 229-240
34. Apparao P, Iyer R, Zhang X, Newell D, Adelmeyer T. Characterization & analysis of a server consolidation benchmark//Proceedings of the 4th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments (VEE'08). Seattle, USA, 2008: 21-30
35. Verma A, Dasgupta G, Nayak T K, De P, Kothari R. Server workload analysis for power minimization using consolidation//Proceedings of the 2009 Conference on USENIX Annual Technical Conference (USENIX ATC'09). San Diego, USA, 2009: 28-41
36. Ye K, Jiang X, Huang D, Chen J, Wang B. Live migration of multiple virtual machines with resource reservation in cloud computing environments//Proceedings of the 4th IEEE International Conference on Cloud Computing (Cloud'11). Washington, USA, 2011: 267-274
37. Zhang Bin-Bin, Luo Ying-Wei, Wang Xiao-Lin, Wang Zhen-Lin, Sun Yi-Feng, Chen Hao-Gang, Xu Zhuo-Qun, Li Xiao-Ming. Whole-system live migration mechanism for virtual machines. Chinese Journal of Electronics, 2009, 37(4): 894-899 (in Chinese)
38. Liu H, Xu C Z, Jin H, Gong J, Liao X. Performance and energy modeling for live migration of virtual machines//Proceedings of the 20th International Symposium on High Performance Distributed Computing (HPDC'11). San Jose, USA, 2011: 171-182
39. Horvath T, Abdelzaher T, Skadron K, Liu X. Dynamic voltage scaling in multitier web servers with end-to-end delay control. IEEE Transactions on Computers, 2007, 56(4): 444-458
40. Jung G, Hiltunen M A, Joshi K R, Schlichting R D, Pu C. Mistral: Dynamically managing power, performance, and adaptation cost in cloud infrastructures//Proceedings of the 2010 International Conference on Distributed Computing Systems (ICDCS'10). Genoa, Italy, 2010: 62-73
41. Verma A, Ahuja P, Neogi A. pMapper: Power and migration cost aware application placement in virtualized systems//Proceedings of the 9th ACM/IFIP/USENIX Middleware Conference (Middleware'08). Leuven, Belgium, 2008: 243-264
42. Hu L, Jin H, Liao X, Xiong X, Liu H. Magnet: A novel scheduling policy for power reduction in cluster with virtual machines//Proceedings of the 2008 IEEE International Conference on Cluster Computing (Cluster'08). Tsukuba, Japan, 2008: 13-22
43. Chen H, Jin H, Shao Z, Hu K, Yu K, Tian K. ClientVisor: Leverage COTS OS functionalities for power management in virtualized desktop environment. ACM SIGOPS Operating Systems Review, 2009, 43(3): 62-71
44. Liao X, Jin H, Liu H. Towards a green cluster through dynamic remapping of virtual machines. Future Generation Computer Systems, 2012, 28(2): 469-477
45. Ye K, Huang D, Jiang X, Chen H, Wu S. Virtual machine based energy-efficient data center architecture for cloud computing: A performance perspective//Proceedings of the 2010 IEEE/ACM International Conference on Green Computing and Communications (GreenCom'10). Hangzhou, China, 2010: 171-178
46. Shi Y, Jiang X, Ye K. An energy-efficient scheme for cloud resource provisioning based on CloudSim//Proceedings of the 2011 IEEE International Conference on Cluster Computing (Cluster'11). Austin, USA, 2011: 595-599
47. Beloglazov A, Buyya R. Energy efficient allocation of virtual machines in cloud data centers//Proceedings of the 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing (CCGrid'10). Melbourne, Australia, 2010: 577-578
48. Jang J W, Jeon M, Kim H S, Jo H, Kim J S, Maeng S. Energy reduction in consolidated servers through memory-aware virtual machine scheduling. IEEE Transactions on Computers, 2011, 99(1): 552-564
49. Kaushik R, Bhandarkar M. GreenHDFS: Towards an energy-conserving storage-efficient, hybrid hadoop compute cluster//Proceedings of the USENIX Workshop on Power Aware Computing and Systems (HotPower'10). Vancouver, Canada, 2010: 1-5
50. Seetharaman S. Energy conservation in multi-tenant networks through power virtualization//Proceedings of the 2010 International Conference on Power Aware Computing and Systems (HotPower'10). Vancouver, Canada, 2010: 1-8
51. Das T, Padala P, Padmanabhan V N, Ramjee R, Shin K G. Litegreen: Saving energy in networked desktops using virtualization//Proceedings of the 2010 USENIX Conference on USENIX Annual Technical Conference (USENIX ATC'10). Boston, USA, 2010: 1-15
52. Zhu Q, Zhu J, Agrawal G. Power-aware consolidation of scientific workflows in virtualized environments//Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis (SC'10). New Orleans, USA, 2010: 1-12
53. Lim M Y, Rawson F, Bletsch T, Freeh V W. PADD: Power aware domain distribution//Proceedings of the 29th IEEE International Conference on Distributed Computing Systems (ICDCS'09). Montreal, Canada, 2009: 239-247
54. Ye L, Lu G, Kumar S, Gniady C, Hartman J H. Energy-efficient storage in virtual machine environments//Proceedings of the 6th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments (VEE'10). Pittsburgh, USA, 2010: 75-84
55. Beloglazov A, Buyya R, Lee Y C, Zomaya A. A taxonomy and survey of energy-efficient data centers and cloud computing systems. Advances in Computers, 2011, 82(2): 47-111
56. Wei G, Liu J, Xu J, Lu G, Yu K, Tian K. The on-going evolutions of power management in Xen. Intel Corporation Tech. Rep., 2009
57. Oh Y F, Kim S H, Eom H, Yeom Y H. Enabling consolidation and scaling down to provide power management for cloud computing//Proceedings of the 3rd USENIX Workshop on Hot Topics in Cloud Computing (HotCloud'11). Portland, USA, 2011: 1-5
58. Dhiman G, Marchetti G, Rosing T. vGreen: A system for energy efficient computing in virtualized environments//Proceedings of the International Symposium on Low Power Electronics and Design (ISLPED'09). San Francisco, USA, 2009: 243-248
59. Van H N, Tran F D, Menaud J M. Performance and power management for cloud infrastructures//Proceedings of the 3rd International Conference on Cloud Computing (Cloud'10). Miami, USA, 2010: 329-336
60. Ye K, Che J, Jiang X, Chen J, Li X. vTestkit: A performance benchmarking framework for virtualization environments//Proceedings of the 5th Annual ChinaGrid Conference. Guangzhou, China, 2010: 130-136
61. Ye K, Jiang X, Chen S, Huang D, Wang B. Analyzing and modeling the performance in Xen-based virtual cluster environment//Proceedings of the 12th IEEE International Conference on High Performance Computing and Communications (HPCC'10). Melbourne, Australia, 2010: 273-280
62. Lin Chuang, Li Yin, Wan Jian-Xiong. Optimization approaches for QoS in computer networks: A survey. Chinese Journal of Computers, 2011, 34(1): 1-14(in Chinese)
63. Dyachuk D, Mazzucco M. On allocation policies for power and performance//Proceedings of the 11th IEEE/ACM International Conference on Grid Computing (Grid'10). Brussels, Belgium, 2010: 313-320
64. Chase J S, Anderson D C, Thakar P N, Vahdat A M, Doyle R P. Managing energy and server resources in hosting centers. ACM SIGOPS Operating Systems Review, 2001, 35(5): 103-116
65. Kephart J O, Chan H, Das R, Levine D. W, Tesauro G, Rawson F, Lefurgy C. Coordinating multiple autonomic managers to achieve specified power-performance tradeoffs//Proceedings of the 4th International Conference on Autonomic Computing (ICAC'07). Jacksonville, USA, 2007: 1-10
66. Park S, Jiang W, Zhou Y, Adve S. Managing energy-performance tradeoffs for multithreaded applications on multiprocessor architectures. ACM SIGMETRICS Performance Evaluation Review, 2007, 35(1): 169-180
67. Gandhi A, Gupta V, Harchol-Balter M, Kozuch M A. Optimality analysis of energy-performance trade-off for server farm management. Performance Evaluation, 2010, 67(11): 1155-1171
68. Beloglazov A, Buyya R. Optimal online deterministic algorithms and adaptive heuristics for energy and performance efficient dynamic consolidation of virtual machines in cloud data centers. Concurrency and Computation: Practice and Experience, 2011, doi: 10.1002/cpe.1867
69. Albers S. Energy-efficient algorithms. Communications of the ACM, 2010, 53(5): 86-96
70. Bradley D J, Harper R E, Hunter S W. Workload-based power management for parallel computer systems. IBM Journal of Research and Development, 2003, 47(5): 703-718
71. Chen G, He W, Liu J, Nath S, Rigas L, Xiao L, Zhao F. Energy-aware server provisioning and load dispatching for connection-intensive internet services//Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation (NSDI'08). San Francisco, USA, 2008: 337-350
72. Kusic D, Kephart J O, Hanson J E, Kandasamy N, Jiang G. Power and performance management of virtualized computing environments via lookahead control. Cluster Computing, 2009, 12(1): 1-15
73. Wang X, Wang Y. Coordinating power control and performance management for virtualized server clusters. IEEE Transactions on Parallel and Distributed Systems, 2011, 22(2): 245-259
74. Wang X, Wang Y. Co-Con: Coordinated control of power and application performance for virtualized server clusters//Proceedings of the 17th International Workshop on Quality of Service (IWQoS'09). Charleston, USA, 2009: 1-9
75. Wang Y, Wang X, Chen M, Zhu X. Partic: Power-aware response time control for virtualized web servers. IEEE Transactions on Parallel and Distributed Systems, 2011, 22(2): 323-336
76. Raghavendra R, Ranganathan P, Talwar V, Wang Z, Zhu X. No "power" struggles: Coordinated multi-level power management for data center//Proceedings of the 13th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS XIII). Seattle, USA, 2008: 48-59
77. Rajamani K, Lefurgy C. On evaluating request-distribution schemes for saving energy in server clusters//Proceedings of the IEEE Symposium on Performance Analysis of Systems and Software (ISPASS'03). Austin, USA, 2003: 111-122
78. Ghiasi S, Felter W. CPU packing for multiprocessor power reduction//Falsafi B, Vijaykumar T N eds. Power-Aware Computer Systems. Berlin: Springer-Verlag, 2003: 117-131
79. Banikazemi M, Poff D, Abali B. PAM: A novel performance/power aware meta-scheduler for multi-core systems//Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC'08). Austin, USA, 2008: 1-12
80. Moore J, Chase J, Ranganathan P, Sharma R. Making scheduling cool: Temperature-aware workload placement in data centers//Proceedings of the Annual Conference on USENIX Annual Technical Conference (USENIX ATX'05). Anaheim, USA, 2005: 61-74
81. Verma A, Ahuja P, Neogi A. Power-aware dynamic placement of HPC applications//Proceedings of the 22nd Annual International Conference on Supercomputing (SC'08). Austin, USA, 2008: 175-184
82. Berral J L, Goiri í, Nou R, Julià F, Guitart J, Gavaldà R, Torres J. Towards energy-aware scheduling in data centers using machine learning//Proceedings of the 1st International Conference on Energy-Efficient Computing and Networking (e-Energy'10). Passau, Germany, 2010: 215-224
83. Graubner P, Schmidt M, Freisleben B. Energy-efficient management of virtual machines in Eucalyptus//Proceedings of the 2011 IEEE International Conference on Cloud Computing (CLOUD'11). Washington, USA, 2011: 243-250
84. Lefurgy C, Wang X, Ware M. Power capping: A prelude to power shifting. Cluster Computing, 2008, 11(2): 183-195
85. Wu Q, Juang P, Martonosi M, Peh L S, Clark D W. Formal control techniques for power-performance management. IEEE Micro, 2005, 25(5): 52-62
86. Wang Y, Wang X, Chen M, Zhu X. Power-efficient response time guarantees for virtualized enterprise servers//Proceedings of the 2008 Real-Time Systems Symposium (RTSS'08). Barcelona, Spain, 2008: 303-312
87. Padala P, Shin K G, Zhu X, Uysal M, Wang Z, Singhal S, Merchant A, Salem K. Adaptive control of virtualized resources in utility computing environments. ACM SIGOPS Operating Systems Review, 2007, 41(3): 289-302
88. Zhang Y, Bestavros A, Guirguis M, Matta I, West R. Friendly virtual machines: Leveraging a feedback-control model for application//Proceedings of the 1st ACM/USENIX International Conference on Virtual Execution Environments (VEE'05). Chicago, USA, 2005: 2-12
89. Dasgupta G, Sharma A, Verma A, Neogi A, Kothari R. Workload management for power efficiency in virtualized data-centers. Communications of the ACM, 2011, 54(7): 131-141
90. Mazzucco M, Dyachuk D, Deters R. Maximizing cloud providers' revenues via energy aware allocation policies//Proceedings of the 3rd International Conference on Cloud Computing (Cloud'10). Washington, USA, 2010: 131-138
91. Le K, Bianchini R, Martonosi M, Nguyen T. Cost-and energy-aware load distribution across data centers//Proceedings of the USENIX Workshop on Power Aware Computing and Systems (HotPower'09). Montana, USA, 2009: 1-5
92. Rodero I, Jaramillo J, Quiroz A, Parashar M, Guim F. Towards energy-aware autonomic provisioning for virtualized environments//Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing (HPDC'10). Chicago, USA, 2010: 320-323