Modeling and Evaluation of Energy Policies in Green Clouds

IEEE Transactions on Parallel and Distributed Systems

Volumn 26, Issue 11, 2015, Pages 3052-3065

  Bruneo, Dario ^a   Lhoas, Audric ^b   Longo, Francesco ^a   Puliafito, Antonio ^a  

^a UNIVERSITY OF MESSINA   (Italy)

^b Electronics Service   (Belgium)

Author keywords

Cloud computing; green computing; performance evaluation; resource allocation; Stochastic reward nets

Indexed keywords

CLOUD COMPUTING; DISTRIBUTED DATABASE SYSTEMS; RESOURCE ALLOCATION; STOCHASTIC SYSTEMS;

ALLOCATION POLICIES; BUSINESS REQUIREMENT; CLOUD SERVICE PROVIDERS; GREEN COMPUTING; HIGH QUALITY SERVICE; PERFORMANCE EVALUATION; RESOURCE ALLOCATION POLICY; STOCHASTIC REWARD NETS;

QUALITY CONTROL;

EID: 84944075521     PISSN: 10459219     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPDS.2014.2364194     Document Type: Article

References (39)

1. X. Meng, C. Isci, J. Kephart, L. Zhang, E. Bouillet, and D. Pendarakis, "Efficient resource provisioning in compute clouds via VM multiplexing," in Proc. 7th Int. Conf. Autonomic Comput. , 2010, pp. 11-20.
2. D. Bruneo, M. Fazio, F. Longo, and A. Puliafito, "Smart data centers for green clouds," in Proc. 3rd Int. Workshop Manage. Cloud Syst. , 2013, pp. 1-8.
3. S. Takeda and T. Takemura, "A rank-based VM consolidation method for power saving in datacenters," IPSJ Online Trans. , vol. 3, pp. 88-96, 2010.
4. L. Liu, H. Wang, X. Liu, X. Jin, W. B. He, Q. B. Wang, and Y. Chen, "GreenCloud: A new architecture for green data center," in Proc. 6th Int. Conf. Autonomic Comput. Commun. , 2009, pp. 29-38.
5. D. Bruneo, M. Scarpa, and A. Puliafito, "Performance evaluation of glite grids through GSPNs," IEEE Trans. Parallel Distrib. Syst. , vol. 21, no. 11, pp. 1611-1625, Sep. 2010.
6. N. Yigitbasi, A. Iosup, D. Epema, and S. Ostermann, "C-Meter: A framework for performance analysis of computing Clouds," in Proc. 9th IEEE/ACM Int. Symp. Cluster Comput. Grid, 2009, pp. 472-477.
7. R. Buyya, R. Ranjan, and R. N Calheiros, "Modeling and simulation of scalable cloud computing environments and the cloudsim toolkit: Challenges and opportunities," in Proc. Int. Conf. High Perform. Comput. Simul. , 2009, pp. 1-11.
8. H. Khazaei, J. Misic, and V. Misic, "Performance analysis of cloud computing centers using m/g/m/m + r queueing systems," IEEE Trans. Parallel Distrib. Syst. , vol. 23, no. 5, pp. 936-943, Apr. 2011.
9. D. Bruneo, "A stochastic model to investigate data center performance and QoS in IaaS cloud computing systems," IEEE Trans. Parallel Distrib. Syst. , vol. 25, no. 3, pp. 560-569, Mar. 2014.
10. R. Ghosh, F. Longo, V. K. Naik, and K. S. Trivedi, "Modeling and performance analysis of large scale IaaS clouds," Future Generation Comput. Syst. , vol. 29, no. 5, pp. 1216-1234, 2013.
11. G. Ciardo, A. Blakemore, P. F Chimento, J. K. Muppala, and K. S Trivedi, "Automated generation and analysis of Markov reward models using stochastic reward nets. " IMA Volumes Math. its Appl. : Linear Algebra, Markov Chains, Queueing Models, vol. 48, pp. 145-191, 1993.
12. D. Bruneo, A. Lhoas, F. Longo, and A. Puliafito, "Analytical evaluation of resource allocation policies in green IaaS clouds," in Proc. 3rd Int. Conf. Cloud Green Comput. , Sep. 2013, pp. 84-91.
13. M. A Marsan, G. Balbo, and G. Conte, "A class of generalized stochastic Petri nets for the performance evaluation of multiprocessor systems," ACM Trans. Comput. Syst. , vol. 2, pp. 93-122, 1984.
14. D. Gupta, L. Cherkasova, R. Gardner, and A. Vahdat, "Enforcing performance isolation across virtual machines in Xen," in Proc. ACM/IFIP/USENIX Int. Conf. Middleware, 2006, pp. 342-362.
15. M. Armbrust, A. Fox, R. Griffith, A. D Joseph, R. Katz, A. Konwinski, G. Lee, D. Patterson, A. Rabkin, I. Stoica, and M. Zaharia, "A view of cloud computing," Commun. ACM, vol. 53, no. 4, pp. 50-58, Apr. 2010.
16. M. Mishra and A. Sahoo, "On theory of VM placement: Anomalies in existing methodologies and their mitigation using a novel vector based approach," in Proc. IEEE Int. Conf. Cloud Comput. , 2011, pp. 275-282.
17. H. Liu, H. Jin, X. Liao, C. Yu, and C.-Z. Xu, "Live virtual machine migration via asynchronous replication and state synchronization," IEEE Trans. Parallel Distrib. Syst. , vol. 22, no. 12, pp. 1986-1999, dec. 2011.
18. A. Verma, G. Dasgupta, T. K. Nayak, P. De, and R. Kothari, "Server workload analysis for power minimization using consolidation," in Proc. Conf. USENIX, 2009, pp. 28-28.
19. S. Pacheco-Sanchez, G. Casale, B. Scotney, S. McClean, G. Parr, and S. Dawson, "Markovian workload characterization for QoS prediction in the cloud," in Proc. IEEE Int. Conf. Cloud Comput. , 2011, pp. 147-154.
20. K. S Trivedi, Probability and Statistics with Reliability, Queuing and Computer Science Applications, second edition. Hoboken, NJ, USA: Wiley, 2011.
21. A. Beloglazov, J. Abawajy, and R. Buyya, "Energy-aware resource allocation heuristics for efficient management of data centers for cloud computing," Future Gener. Comput. Syst. , vol. 28, no. 5, pp. 755-768, May 2012.
22. G. Ciardo, J. Muppala, and K. S. Trivedi, "SPNP: Stochastic petri net package," in Proc. 3rd Int. Workshop Petri-nets Perform. Models, 1989, pp. 142-151.
23. C. Alexopoulos and A. F. Seila, "Implementing the batch means method in simulation experiments," in Proc. 28th Conf. Winter Simul. , 1996, pp. 214-221.
24. R. Buyya, R. Ranjan, and R. Calheiros, "Modeling and simulation of scalable cloud computing environments and the cloudsim toolkit: Challenges and opportunities," in Proc. High Perform. Comput. Simul. , Int. Conf. , Jun. 2009, pp. 1-11.
25. J. H Kim, S. M Lee, D. S Kim, and J. S Park, "Performability analysis of IaaS cloud," in Proc. Innovative Mobile Internet Serv. Ubiquitous Comput. , Int. Conf. , 2011, pp. 36-43.
26. A. Iosup, S. Ostermann, M. Yigitbasi, R. Prodan, T. Fahringer, and D. Epema, "Performance analysis of cloud computing services for many-tasks scientific computing," IEEE Trans. Parallel Distrib. Syst. , vol. 22, no. 6, pp. 931-945, Jun. 2011.
27. V. Stantchev, "Performance evaluation of cloud computing offerings," in Proc. 3rd Int. Conf. Adv. Eng. Comput. Appl. Sci. , oct. 2009, pp. 187-192.
28. H. Khazaei, J. Misic, and V. Misic, "A fine-grained performance model of cloud computing centers," IEEE Trans. Parallel Distrib. Syst. , vol. 24, no. 11, pp. 2138-2147, Sep. 2013.
29. A. V Do, J. Chen, C. Wang, Y. C Lee, A. Zomaya, and B. B Zhou, "Profiling applications for virtual machine placement in clouds," in Proc. IEEE Int. Conf. Cloud Comput. , 2011, pp. 660-667.
30. I. Mitrani, "Service center trade-offs between customer impatience and power consumption," Perform. Eval. , vol. 68, pp. 1222-1231, Nov. 2011.
31. R. Ghosh, K. Trivedi, V. Naik, and D. S. Kim, "End-to-end performability analysis for infrastructure-as-a-service cloud: An interacting stochastic models approach," in Proc. IEEE Int. Symp. Dependable Comput. , 2010, pp. 125-132.
32. R. Ghosh, V. K. Naik, and K. S. Trivedi, "Power-performance trade-offs in IaaS cloud: A scalable analytic approach," in Proc. 41st Int. Conf. Dependable Syst. Netw. Workshops, 2011, pp. 152-157.
33. R. Ghosh, F. Longo, V. Naik, and K. Trivedi, "Quantifying resiliency of IaaS cloud," in Proc. 29th IEEE Symp. Reliable Distrib. Syst. , 2010, pp. 343-347.
34. I. Sarji, C. Ghali, A. Chehab, and A. Kayssi, "Cloudese: Energy efficiency model for cloud computing environments," in Proc. Int. Conf. Energy Aware Comput. , 2011, pp. 1-6.
35. Y. Wu and M. Zhao, "Performance modeling of virtual machine live migration," in Proc. IEEE Int. Conf. Cloud Comput. , Jul. 2011, pp. 492-499.
36. D. Bruneo, F. Longo, and A. Puliafito, "Evaluating energy consumption in a cloud infrastructure," in Proc. IEEE Int. Symp. World Wireless, Mobile Multimedia Netw. , Jun. 2011, pp. 1-6.
37. D. Bruneo, F. Longo, and A. Puliafito, "Modeling energy-aware cloud federations with SRNs," Trans. Petri Nets Other Models Concurrency, vol. 7400, pp. 277-307, 2012.
38. J. Wang and S. Shen, "Risk and energy consumption tradeoffs in cloud computing service via stochastic optimization models," in Proc. IEEE 5th Int. Conf. Utility Cloud Comput. , 2012, pp. 239-246.
39. S. Govindan, J. Liu, A. Kansal, and A. Sivasubramaniam, "Cuanta: Quantifying effects of shared on-chip resource interference for consolidated virtual machines," in Proc. 2nd ACM Symp. Cloud Comput. , 2011, pp. 22:1-22:14.