Cloud SLA negotiation for energy saving - A particle swarm optimization approach

Proceedings - 2012 IEEE 8th International Conference on Intelligent Computer Communication and Processing, ICCP 2012

Volumn , Issue , 2012, Pages 289-296

  Copil, Georgiana ^a   Moldovan, Daniel ^a   Salomie, Ioan ^a   Cioara, Tudor ^a   Anghel, Ionut ^a   Borza, Diana ^a  

^a TECHNICAL UNIVERSITY OF CLUJ NAPOCA   (Romania)

Author keywords

cloud computing; energy awareness; negotiation; particle swarm optimization; QoS; SLA

Indexed keywords

CLOUD PROVIDERS; CLOUD SYSTEMS; COMPUTING RESEARCH; EARLY AGE; ENERGY AWARENESS; NEGOTIATION; NEGOTIATION PROCESS; NEGOTIATION PROTOCOL; PARETO-OPTIMALITY; PARTICLE SWARM OPTIMIZATION APPROACHES; PARTICLE SWARM OPTIMIZATION TECHNIQUE; RESEARCH EFFORTS; SERVICE LEVEL AGREEMENTS; SLA; SOCIAL WELFARE;

CLOUD COMPUTING; COMMUNICATION; PARTICLE SWARM OPTIMIZATION (PSO); SALES;

QUALITY OF SERVICE;

EID: 84871564390     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCP.2012.6356201     Document Type: Conference Paper

References (29)

1. (2011) The EnergyStar website. [Online]. Available: http://www. energystar.gov
2. T. U. o. C.-N. Distributed Systems Research Laboratory. (2012) Green cloud scheduler (gcs). [Online]. Available: http://www.coned.utcluj.ro/ GreenCloudScheduler
3. U. P. d. V. Grid y Computacion de Altas Prestaciones (GryCAP) group. (2012) Cluster energy saving (clues). [Online]. Available: http://www.grycap. upv.es/clues
4. A. Leff, J. T. Rayfield, and D. M. Dias, "Service-level agreements and commercial grids," IEEE Internet Computing, vol. 7, no. 4, pp. 44-50, Jul. 2003. [Online]. Available: http://dx.doi.org/10.1109/MIC.2003.1215659
5. S. Ferretti, V. Ghini, F. Panzieri, M. Pellegrini, and E. Turrini, "Qos-aware clouds," in Proceedings of the 2010 IEEE 3rd International Conference on Cloud Computing, ser. CLOUD '10. Washington, DC, USA: IEEE Computer Society, 2010, pp. 321-328. [Online]. Available: http://dx.doi.org/10. 1109/CLOUD.2010.17
6. H. Ludwig, A. Keller, A. Dan, R. P. King, and R. Franck, "Web service level agreement ( wsla ) language specification," Language, pp. 1-110, 2003. [Online]. Available: http://www.research.ibm.com/wsla/WSLASpecV1- 20030128.pdf
7. A. Andrieux, K. Czajkowski, A. Dan, K. Keahey, H. Ludwig, T. Nakata, J. Pruyne, J. Rofrano, S. Tuecke, and M. Xu, "Web Services Agreement Specification (WS-Agreement)." [Online]. Available: https://forge. gridforum.org/projects/graap-wg/
8. Open grid forum. [Online]. Available: http://www.ogf.org/
9. D. D. Lamanna, J. Skene, and W. Emmerich, "Slang: A language for defining service level agreements," in Proceedings of the The Ninth IEEE Workshop on Future Trends of Distributed Computing Systems, ser. FTDCS '03. Washington, DC, USA: IEEE Computer Society, 2003, pp. 100-. [Online]. Available: http://dl.acm.org/citation.cfm?id=795675.797134
10. I. Brandic, S. Venugopal, M. Mattess, and R. Buyya, "Towards a meta-negotiation architecture for SLA-aware grid services," in Workshop on Service-Oriented Engineering and Optimizations 2008, Dec. 2008. [Online]. Available: http://www.hpl.hp.com/india/senopt08/papers/senopt08106.pdf
11. D. Ouelhadj, J. Garibaldi, J. Maclaren, R. Sakellariou, and K. Krishnakumar, "A multi-agent infrastructure and a service level agreement negotiation protocol for robust scheduling in grid computing," in In Advances in Grid Computing - EGC 2005, volume 3470 of Lecture Notes in Computer Science. Springer Verlag, 2005, pp. 651-660.
12. S. E. Middleton, M. Surridge, S. Benkner, and G. Engelbrecht, "Quality of service negotiation for commercial medical grid services," Journal of Grid Computing, vol. 5, no. 4, pp. 429-447, 2007. [Online]. Available: http://eprints.ecs.soton.ac.uk/17598/
13. I. Brandic, D. Music, and S. Dustdar, "VieSLAF framework: Facilitating negotiations in clouds by applying service mediation and negotiation bootstrapping," vol. 11, no. 2, pp. 189-204, Jun. 2010.
14. (2009-2012) Games project (green active management of energy efficiency in service centres). [Online]. Available: http://www.green-datacenters.eu/
15. G. Lai, K. Sycara, and C. Li, "A pareto optimal model for automated multi-attribute negotiations," in Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems, ser. AAMAS '07. New York, NY, USA: ACM, 2007, pp. 246:1-246:3. [Online]. Available: http://doi.acm.org/10.1145/1329125.1329423
16. C. Sierra, P. Faratin, and N. R. Jennings, "A service-oriented negotiation model between autonomous agents," in Proceedings of the 8th European Workshop on Modelling Autonomous Agents in a Multi-Agent World: Multi-Agent Rationality. London, UK, UK: Springer-Verlag, 1997, pp. 17-35. [Online]. Available: http://dl.acm.org/citation.cfm?id=646909.710674
17. S. S. Fatima, "Approximate and online multi-issue negotiation," in In Proceedings of the 6th International Joint Conference on Autonomous Agents and Multi-agent Systems, 2007. [Online]. Available: http://citeseerx.ist. psu.edu/viewdoc/summary?doi=10.1.1.63.9477
18. S. S. Fatima, M. Wooldridge, and N. R. Jennings, "Multi-issue negotiation with deadlines," J. Artif. Int. Res., vol. 27, no. 1, pp. 381-417, Nov. 2006. [Online]. Available: http://dl.acm.org/citation.cfm?id= 1622572.1622583
19. S. Fatima, M. Wooldridge, and N. R. Jennings, "Optimal agendas for multi-issue negotiation," in Proceedings of the second international joint conference on Autonomous agents and multiagent systems, ser. AAMAS '03. New York, NY, USA: ACM, 2003, pp. 129-136. [Online]. Available: http://doi.acm.org/ 10.1145/860575.860597
20. N. Gatti and F. Amigoni, "An approximate pareto optimal cooperative negotiation model for multiple," in Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology, ser. IAT '05. Washington, DC, USA: IEEE Computer Society, 2005, pp. 565-571. [Online]. Available: http://dx.doi.org/10.1109/IAT.2005.40
21. N. R. Jennings, P. Faratin, A. R. Lomuscio, S. Parsons, M. Wooldridge, and C. Sierra, "Automated negotiation: prospects, methods and challenges," Intern. J. of Group Decision and Negotiation, vol. 10, no. 2, pp. 199-215, 2001.
22. J. Nash, The Annals of Mathematics, vol. 54, no. 2, pp. 286-295, 1951.
23. H. Raiffa, The art and science of negotiation. Howard University Press, 1982.
24. G. L. P. Bianco and P. Merson, "Service level agreements in service-oriented architecture environments," Software Engineering Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, 2008.
25. Y. Chen, S. Iyer, X. Liu, D. Milojicic, and A. Sahai, "Sla decomposition: Translating service level objectives to system level thresholds," in Proceedings of the Fourth International Conference on Autonomic Computing, ser. ICAC '07. Washington, DC, USA: IEEE Computer Society, 2007, pp. 3-. [Online]. Available: http://dx.doi.org/10.1109/ICAC.2007.36
26. J. Kennedy and R. Eberhart, "Particle swarm optimization," in Neural Networks, 1995. Proceedings., IEEE International Conference on, vol. 4. IEEE, Nov. 1995, pp. 1942-1948 vol.4. [Online]. Available: http://dx.doi.org/10. 1109/ICNN.1995.488968
27. F. Lopes, M. Wooldridge, and A. Q. Novais, "Negotiation among autonomous computational agents: principles, analysis and challenges," Artif. Intell. Rev., vol. 29, no. 1, pp. 1-44, Mar. 2008. [Online]. Available: http://dx.doi.org/10.1007/s10462-009-9107-8
28. Java agent development framework (jade). [Online]. Available: http://www.jade.tilab.com/
29. R. Hassan, B. Cohanim, O. De Weck, and G. Venter, "A comparison of particle swarm optimization and the genetic algorithm," in 46th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference, 2005, pp. 1-13.