Energy-aware dynamic VM consolidation in cloud data centers using ant colony system

IEEE International Conference on Cloud Computing, CLOUD

Volumn , Issue , 2014, Pages 104-111

  Farahnakian, Fahimeh ^a   Ashraf, Adnan ^b,c   Liljeberg, Pasi ^a   Pahikkala, Tapio ^a   Plosila, Juha ^a   Porres, Ivan ^b   Tenhunen, Hannu ^a  

^a UNIVERSITY OF TURKU   (Finland)

^b ÅBO AKADEMI UNIVERSITY   (Finland)

^c INTERNATIONAL ISLAMIC UNIVERSITY   (Pakistan)

Author keywords

ant colony system; cloud computing; Dynamic VM consolidation; energy efficiency; green computing; SLA

Indexed keywords

ANT COLONY OPTIMIZATION; CLOUD COMPUTING; DATA REDUCTION; ENERGY EFFICIENCY; ENERGY UTILIZATION; POWER MANAGEMENT; VIRTUAL MACHINE;

ANT COLONY SYSTEMS; CLOUD DATA CENTERS; DISTRIBUTED CONTROLLER; DYNAMIC CONSOLIDATION; LARGE SCALE DATA; OBJECTIVE FUNCTIONS; PERFORMANCE LEVEL; RESOURCE UTILIZATIONS;

GREEN COMPUTING;

EID: 84919795371     PISSN: 21596182     EISSN: 21596190     Source Type: Conference Proceeding    
DOI: 10.1109/CLOUD.2014.24     Document Type: Conference Paper

References (24)

1. A. Beloglazov, R. Buyya, Y. C. Lee, and A. Zomaya, "A taxonomy and survey of energy-efficient data centers and cloud computing systems," Advances in Computers, vol. 82, pp. 47-111, 2011.
2. A. Gandhi, M. Harchol-Balter, R. Raghunathan, and M. A. Kozuch, "AutoScale: Dynamic, robust capacity management for multi-tier data centers," ACM Transactions on Computer Systems, vol. 30, no. 4, pp. 14:1-14:26, 2012.
3. L. Deboosere, B. Vankeirsbilck, P. Simoens, F. Turck, B. Dhoedt, and P. Demeester, "Efficient resource management for virtual desktop cloud computing," The Journal of Supercomputing, vol. 62, no. 2, pp. 741-767, 2012.
4. P. Barham, B. Dragovic, K. Fraser, S. Hand, T. Harris, A. Ho, R. Neugebauer, I. Pratt, and A. Warfield, "Xen and the art of virtualization," SIGOPS Oper. Syst. Rev., vol. 37, no. 5, pp. 164-177, 2003.
5. C. Clark, K. Fraser, S. Hand, J. G. Hansen, E. Jul, C. Limpach, I. Pratt, and A. Warfield, "Live migration of virtual machines," in Proceedings of the 2Nd Conference on Symposium on Networked Systems Design & Implementation, ser. NSDI'05, vol. 2, 2005, pp. 273-286.
6. R. N. Calheiros, R. Ranjan, A. Beloglazov, C. A. F. De Rose, and R. Buyya, "CloudSim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms," Software: Practice and Experience, vol. 41, no. 1, pp. 23-50, 2011.
7. W. Vogels, "Beyond server consolidation," ACM Queue, vol. 6, no. 1, pp. 20-26, 2008.
8. E. Feller, C. Morin, and A. Esnault, "A case for fully decentralized dynamic VM consolidation in clouds," in Cloud Computing Technology and Science (CloudCom), 2012 IEEE 4th International Conference on, December 2012, pp. 26-33.
9. A. Murtazaev and S. Oh, "Sercon: Server consolidation algorithm using live migration of virtual machines for green computing," IETE Technical Review, vol. 28, no. 3, pp. 212-231, 2011.
10. M. Marzolla, O. Babaoglu, and F. Panzieri, "Server consolidation in clouds through gossiping," in World of Wireless, Mobile and Multimedia Networks (WoWMoM), 2011 IEEE International Symposium on a, 2011, pp. 1-6.
11. A. Beloglazov, J. Abawajy, and R. Buyya, "Energy-aware resource allocation heuristics for efficient management of data centers for cloud computing," Grid Computing and eScience, Future Generation Computer Systems (FGCS), vol. 28, pp. 755-768, 2012.
12. A. Beloglazov and R. Buyya, "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, vol. 24, no. 13, pp. 1397-1420, 2012.
13. F. Farahnakian, P. Liljeberg, and J. Plosila, "LiRCUP: Linear regression based CPU usage prediction algorithm for live migration of virtual machines in data centers," in Software Engineering and Advanced Applications (SEAA), 2013 39th EUROMICRO Conference on, 2013, pp. 357-364.
14. F. Farahnakian, T. Pahikkala, P. Liljeberg, and J. Plosila, "Energyaware consolidation algorithm based on K-nearest neighbor regression for cloud data centers," in 6th IEEE/ACM International Conference on Utility and Cloud Computing (UCC), 2013.
15. T. Wood, P. Shenoy, A. Venkataramani, and M. Yousif, "Sandpiper: Black-box and gray-box resource management for virtual machines," Computer Networks, vol. 53, pp. 2923-2938, 2009.
16. Y. Ajiro and A. Tanaka, "Improving packing algorithms for server consolidation," in Proceedings of the International Conference for the Computer Measurement Group (CMG), 2007, pp. 399-407.
17. M. Wang, X. Meng, and L. Zhang, "Consolidating virtual machines with dynamic bandwidth demand in data centers," in INFOCOM, 2011 Proceedings IEEE, 2011, pp. 71-75.
18. M. Harman, K. Lakhotia, J. Singer, D. R. White, and S. Yoo, "Cloud engineering is search based software engineering too," Journal of Systems and Software, vol. 86, no. 9, pp. 2225-2241, 2013.
19. M. Dorigo, G. Di Caro, and L. M. Gambardella, "Ant algorithms for discrete optimization," Artif. Life, vol. 5, no. 2, pp. 137-172, Apr. 1999.
20. M. Dorigo and L. Gambardella, "Ant colony system: a cooperative learning approach to the traveling salesman problem," Evolutionary Computation, IEEE Transactions on, vol. 1, no. 1, pp. 53-66, 1997.
21. P.-Y. Yin and J.-Y. Wang, "Ant colony optimization for the nonlinear resource allocation problem," Applied Mathematics and Computation, vol. 174, no. 2, pp. 1438-1453, 2006.
22. A. Ashraf and I. Porres, "Using ant colony system to consolidate multiple web applications in a cloud environment," in 22nd Euromicro International Conference on Parallel, Distributed and Network-based Processing (PDP), 2014, pp. 482-489.
23. T. Cover and P. Hart, "Nearest neighbor pattern classification," Information Theory, IEEE Transactions on, vol. 13, no. 1, pp. 21-27, 1967.
24. K. Park and V. Pai, "CoMon: a mostly-scalable monitoring system for PlanetLab," ACM SIGOPS Operating Systems Review, vol. 40, pp. 65-74, 2006.