Actas de congresos
Refining The Estimation Of The Available Bandwidth In Inter-cloud Links For Task Scheduling
Registro en:
9781479935116
2014 Ieee Global Communications Conference, Globecom 2014. Institute Of Electrical And Electronics Engineers Inc., v. , n. , p. 1127 - 1132, 2014.
10.1109/GLOCOM.2014.7036960
2-s2.0-84924359821
Autor
Genez T.A.L.
Bittencourt L.F.
Da Fonseca N.L.S.
Madeira E.R.M.
Institución
Resumen
In hybrid clouds, the available bandwidth in inter-cloud links is quite variable. Overestimating the available bandwidth on theses channels at scheduling time can enlarge the makespan and cause deadline misses. In this paper, we propose a procedure for deflating the estimated available bandwidth used as input to cloud schedulers since schedulers are not usually designed to cope with inaccurate information on available bandwidth. The procedure is based on a multiple linear regression procedure which utilizes historical information of previous executions of workflows. Results showed that the proposed procedure can increase the number of valid schedules without increasing the makespan and cost estimations, regardless the variability in the available bandwidth during the execution of an application workflow.
1127 1132 Zhang, Q., Cheng, L., Boutaba, R., Cloud computing: State-of-the-art and research challenges (2010) Journal of Internet Services and Applications, 1 (1), pp. 7-18 Bittencourt, L.F., Madeira, E.R.M., Da Fonseca, N.L.S., Scheduling in hybrid clouds (2012) IEEE Communications Magazine, 50 (9), pp. 42-47 Taylor, I.J., Deelman, E., Gannon, D.B., Shields, M., Workflows for e-Science (2007) Scientific Workflows for Grids, , Springer Bittencourt, L.F., Madeira, E.R.M., Da Fonseca, N.L.S., Impact of communication uncertainties on workflow scheduling in hybrid clouds (2012) IEEE Global Communications Conference (IEEE GLOBECOM), , Anaheim, USA, december Batista, D.M., Chaves, L.J., Fonseca, N.L., Ziviani, A., Performance analysis of available bandwidth estimation tools for grid networks (2010) Journal of Supercomputing, 53 (1), pp. 103-121. , Jul Rahman, M., Li, X., Palit, H., Hybrid heuristic for scheduling data analytics workflow applications in hybrid cloud environment (2011) IEEE International Symposium on Parallel and Distributed Processing Workshops and Phd Forum (IPDPSW), pp. 966-974 Bittencourt, L.F., Madeira, E.R.M., HCOC: A cost optimization algorithm for workflow scheduling in hybrid clouds (2011) Journal of Internet Services and Applications, 2 (3), pp. 207-227. , Dec Vecchiola, C., Calheiros, R.N., Karunamoorthy, D., Buyya, R., Deadline-driven provisioning of resources for scientific applications in hybrid clouds with aneka (2012) Future Gener. Comput. Syst., 28 (1), pp. 58-65. , jan Allen, G., Angulo, D., Foster, I., Lanfermann, G., Liu, C., Radke, T., Seidel, E., Shalf, J., The cactus worm: Experiments with dynamic resource discovery and allocation in a grid environment (2001) Journal of High Performance Computing Applications, 15, p. 2001 Sakellariou, R., Zhao, H., A low-cost rescheduling policy for efficient mapping of workflows on grid systems (2004) Scientific Programming, 12 (4), pp. 253-262. , Dec Batista, D.M., Da Fonseca, N.L.S., Miyazawa, F.K., Granelli, F., Self-adjustment of resource allocation for grid applications (2008) Computer Networks, 52 (9), pp. 1762-1781. , Jun Batista, D.M., Da Fonseca, N.L.S., Robust scheduler for grid networks under uncertainties of both application demands and resource availability (2011) Computer Networks, 55 (1), pp. 3-19 Wang, G., Ng, T.S.E., The impact of virtualization on network performance of amazon EC2 data center (2010) 29th Conference on Information Communications, pp. 1163-1171 Deelman, E., Singh, G., Su, M.-H., Blythe, J., Gil, Y., Kesselman, C., Mehta, G., Katz, D.S., Pegasus: A framework for mapping complex scientific workflows onto distributed systems (2005) Scientific Programming Journal, 13 (3), pp. 219-237 Ramakrishnan, A., Singh, G., Zhao, H., Deelman, E., Sakellariou, R., Vahi, K., Blackburn, K., Samidi, M., Scheduling dataintensive workflows onto storage-constrained distributed resources (2007) IEEE International Symposium on Cluster Computing and the Grid, pp. 401-409 Sanghrajka, S., Mahajan, N., Sion, R., Cloud performance benchmark series-network performance: Amazon EC2 (2011) Stony Brook University, Tech. Rep. Sanghrajka, S., Sion, R., Cloud performance benchmark series-network performance: Rackspace com (2011) Stony Brook University, Tech. Rep. Casanova, H., Legrand, A., Zagorodnov, D., Berman, F., Heuristics for scheduling parameter sweep applications in grid environments (2000) Heterogeneous Computing Workshop, pp. 349-363