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Published in: Cluster Computing 2/2015

01-06-2015

Multi-agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure

Published in: Cluster Computing | Issue 2/2015

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Abstract

The cloud computing paradigm provides a shared pool of resources and services with different models delivered to the customers through the Internet via an on-demand dynamically-scalable form charged using a pay-per-use model. The main problem we tackle in this paper is to optimize the resource provisioning task by shortening the completion time for the customers’ tasks while minimizing the associated cost. This study presents the dynamic resources provisioning and monitoring (DRPM) system, a multi-agent system to manage the cloud provider’s resources while taking into account the customers’ quality of service requirements as determined by the service-level agreement (SLA). Moreover, DRPM includes a new virtual machine selection algorithm called the host fault detection algorithm. The proposed DRPM system is evaluated using the CloudSim tool. The results show that using the DRPM system increases resource utilization and decreases power consumption while avoiding SLA violations.

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Literature
1.
go back to reference 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. Commun. ACM 53(4), 50–58 (2010)CrossRef 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. Commun. ACM 53(4), 50–58 (2010)CrossRef
2.
go back to reference 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. Concurr. Comput. 24(13), 1397–1420 (2012)CrossRef 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. Concurr. Comput. 24(13), 1397–1420 (2012)CrossRef
3.
go back to reference Bonvin, N., Papaioannou, T.G., Aberer, K.: Autonomic SLA-driven provisioning for cloud applications. In: Proceedings of the 2011 11th IEEE/ACM international symposium on cluster, cloud and grid computing, IEEE Computer Society, pp. 434–443 (2011) Bonvin, N., Papaioannou, T.G., Aberer, K.: Autonomic SLA-driven provisioning for cloud applications. In: Proceedings of the 2011 11th IEEE/ACM international symposium on cluster, cloud and grid computing, IEEE Computer Society, pp. 434–443 (2011)
4.
go back to reference Calheiros, R.N., Ranjan, R., Beloglazov, A., De Rose, C.A., Buyya, R.: Cloudsim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms. Software 41(1), 23–50 (2011) Calheiros, R.N., Ranjan, R., Beloglazov, A., De Rose, C.A., Buyya, R.: Cloudsim: a toolkit for modeling and simulation of cloud computing environments and evaluation of resource provisioning algorithms. Software 41(1), 23–50 (2011)
5.
go back to reference Chatterjee, S., Hadi, A.S.: Regression analysis by example. Wiley, Hoboken (2013) Chatterjee, S., Hadi, A.S.: Regression analysis by example. Wiley, Hoboken (2013)
6.
go back to reference Duong, T.N.B., Li, X., Goh, R.S.M.: A framework for dynamic resource provisioning and adaptation in iaas clouds. In: Proceedings of the IEEE Third International Conference on Cloud Computing Technology and Science (CloudCom), 2011, pp. 312–319 (2011). IEEE Duong, T.N.B., Li, X., Goh, R.S.M.: A framework for dynamic resource provisioning and adaptation in iaas clouds. In: Proceedings of the IEEE Third International Conference on Cloud Computing Technology and Science (CloudCom), 2011, pp. 312–319 (2011). IEEE
7.
go back to reference Hategan, M., Wozniak, J., Maheshwari, K.: Coasters: uniform resource provisioning and access for clouds and grids. In: Proceedings of the Fourth IEEE International Conference on Utility and Cloud Computing (UCC), pp. 114–121 (2011). IEEE Hategan, M., Wozniak, J., Maheshwari, K.: Coasters: uniform resource provisioning and access for clouds and grids. In: Proceedings of the Fourth IEEE International Conference on Utility and Cloud Computing (UCC), pp. 114–121 (2011). IEEE
8.
go back to reference Herbst, N.R., Kounev, S., Reussner, R.: Elasticity in cloud computing: what it is, and what it is not. In: Proceedings of the 10th International Conference on autonomic computing (ICAC 2013), San Jose, CA (2013) Herbst, N.R., Kounev, S., Reussner, R.: Elasticity in cloud computing: what it is, and what it is not. In: Proceedings of the 10th International Conference on autonomic computing (ICAC 2013), San Jose, CA (2013)
9.
go back to reference Huang, H., Wang, L.: P&p: a combined push-pull model for resource monitoring in cloud computing environment. In: Proceedings of the Cloud Computing (CLOUD), 2010 IEEE 3rd International Conference on, pp. 260–267 (2010). IEEE Huang, H., Wang, L.: P&p: a combined push-pull model for resource monitoring in cloud computing environment. In: Proceedings of the Cloud Computing (CLOUD), 2010 IEEE 3rd International Conference on, pp. 260–267 (2010). IEEE
10.
go back to reference Jararweh, Y., Jarrah, M., Kharbutli, M., Alsaleh, M.N., Al-Ayyoub, M.: CloudExp: a comprehensive cloud computing experimental framework. Simul. Model. Pract. Theory 49, 180–192 (2014)CrossRef Jararweh, Y., Jarrah, M., Kharbutli, M., Alsaleh, M.N., Al-Ayyoub, M.: CloudExp: a comprehensive cloud computing experimental framework. Simul. Model. Pract. Theory 49, 180–192 (2014)CrossRef
11.
go back to reference Marshall, P., Keahey, K., Freeman, T.: Elastic site: using clouds to elastically extend site resources. In: Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing, EEE Computer Society, pp. 43–52. I (2010) Marshall, P., Keahey, K., Freeman, T.: Elastic site: using clouds to elastically extend site resources. In: Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing, EEE Computer Society, pp. 43–52. I (2010)
12.
go back to reference Siddiqui, U., Tahir, G.A., Rehman, A.U., Ali, Z., Rasool, R.U., Bloodsworth, P.: Elastic jade: dynamically scalable multi agents using cloud resources. In: Proceedings of the Cloud and Green Computing (CGC), 2012 Second International Conference on, pp. 167–172 (2012). IEEE Siddiqui, U., Tahir, G.A., Rehman, A.U., Ali, Z., Rasool, R.U., Bloodsworth, P.: Elastic jade: dynamically scalable multi agents using cloud resources. In: Proceedings of the Cloud and Green Computing (CGC), 2012 Second International Conference on, pp. 167–172 (2012). IEEE
13.
go back to reference Vaquero, L.M., Rodero-Merino, L., Buyya, R.: Dynamically scaling applications in the cloud. ACM SIGCOMM Comput. Commun. Rev. 41(1), 45–52 (2011)CrossRef Vaquero, L.M., Rodero-Merino, L., Buyya, R.: Dynamically scaling applications in the cloud. ACM SIGCOMM Comput. Commun. Rev. 41(1), 45–52 (2011)CrossRef
14.
go back to reference Vecchiola, C., Chu, X., Buyya, R.: Aneka: a software platform for.net-based cloud computing. High Speed Large Scale Sci. Comput. 267–295 (2009) Vecchiola, C., Chu, X., Buyya, R.: Aneka: a software platform for.net-based cloud computing. High Speed Large Scale Sci. Comput. 267–295 (2009)
15.
go back to reference Venticinque, S., Tasquier, L., Di Martino, B.: Agents based cloud computing interface for resource provisioning and management. In: Proceedings of the Complex, Intelligent and Software Intensive Systems (CISIS), 2012 Sixth International Conference on, pp. 249–256 (2012). IEEE Venticinque, S., Tasquier, L., Di Martino, B.: Agents based cloud computing interface for resource provisioning and management. In: Proceedings of the Complex, Intelligent and Software Intensive Systems (CISIS), 2012 Sixth International Conference on, pp. 249–256 (2012). IEEE
Metadata
Title
Multi-agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure
Publication date
01-06-2015
Published in
Cluster Computing / Issue 2/2015
Print ISSN: 1386-7857
Electronic ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-015-0449-5

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