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Erschienen in: Cluster Computing 5/2019

07.11.2017

Competent resource provisioning and distribution techniques for cloud computing environment

verfasst von: A. Suresh, R. Varatharajan

Erschienen in: Cluster Computing | Sonderheft 5/2019

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Abstract

The principal intension of the investigation is to provisioning the resources and effectively allocates them. Initially, the resource are identified and analyzed and then clustered. Cluster the resource using the kernel fuzzy c-means clustering algorithm. After the clustering algorithm, the resources are allocated using resource provider. In the proposed method resource allocation is done with the help of modified cloud resource provisioning algorithm. With the help of optimization technique, the traditional OCRP algorithm is improved. Modified cloud resource provisioning algorithm is selecting the resource with minimum cost using optimization. Here particle swarm optimization algorithm is used to select the optimal resource with minimum cost. Finally the resource provisioner allocates the resource in an effective manner. The enactment of the proposed method is evaluated by means of cost value. The proposed technique is performed with the mighty assistance of the Cloud simulator in the working platform of Java software.

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Literatur
1.
Zurück zum Zitat Jewarg, P.B., Patil, J.: Payment minimization and error-tolerant resource allocation for cloud system using equally spread current execution load. Int. J. Adv. Res. Comput. Eng. Technol. (IJARCET) 3(8), 2669–2676 (2014) Jewarg, P.B., Patil, J.: Payment minimization and error-tolerant resource allocation for cloud system using equally spread current execution load. Int. J. Adv. Res. Comput. Eng. Technol. (IJARCET) 3(8), 2669–2676 (2014)
2.
Zurück zum Zitat Pawar, C.S., Wagh, R.B.: Priority based dynamic resource allocation in cloud computing. In: Proceedings of International Symposium on Cloud and Services Computing, pp. 1–6 (2012) Pawar, C.S., Wagh, R.B.: Priority based dynamic resource allocation in cloud computing. In: Proceedings of International Symposium on Cloud and Services Computing, pp. 1–6 (2012)
3.
Zurück zum Zitat Saranya, S., Saranya, N.: An efficient resource allocation for improving resource utilization in self organizing clouds. Int. J. Innov. Res. Comput. Commun. Eng. 2(1), 1648–1651 (2014) Saranya, S., Saranya, N.: An efficient resource allocation for improving resource utilization in self organizing clouds. Int. J. Innov. Res. Comput. Commun. Eng. 2(1), 1648–1651 (2014)
4.
Zurück zum Zitat Sivaranjani, V., Jayamala, R.: Optimization of workload prediction based on map Reduce frame work in a cloud system. Int. J. Res. Eng. Technol. 3(3), 264–266 (2014)CrossRef Sivaranjani, V., Jayamala, R.: Optimization of workload prediction based on map Reduce frame work in a cloud system. Int. J. Res. Eng. Technol. 3(3), 264–266 (2014)CrossRef
5.
Zurück zum Zitat Pandya, P.P., Bheda, H.A.: Dynamic resource allocation techniques in cloud computing. Int. J. Adv. Res. Comput. Sci. Manag. Stud. 2(1), 559–563 (2014) Pandya, P.P., Bheda, H.A.: Dynamic resource allocation techniques in cloud computing. Int. J. Adv. Res. Comput. Sci. Manag. Stud. 2(1), 559–563 (2014)
6.
Zurück zum Zitat Al-Sharif, Z.A., Jararweh, Y.: Al-Dahoud, A: ACCRS: autonomic based cloud computing resource scaling. Clust. Comput. 20(3), 2479–2488 (2017)CrossRef Al-Sharif, Z.A., Jararweh, Y.: Al-Dahoud, A: ACCRS: autonomic based cloud computing resource scaling. Clust. Comput. 20(3), 2479–2488 (2017)CrossRef
7.
Zurück zum Zitat Dhivya, L., Padmaveni, MsK: Dynamic resource allocation using virtual machines for cloud computing environment. IJREAT Int. J. Res. Eng. Adv. Technol. 2(1), 1–4 (2014) Dhivya, L., Padmaveni, MsK: Dynamic resource allocation using virtual machines for cloud computing environment. IJREAT Int. J. Res. Eng. Adv. Technol. 2(1), 1–4 (2014)
8.
Zurück zum Zitat Goudarzi, H., Pedram, M.: Multi-dimensional SLA-based resource allocation for multi-tier cloud computing systems. In: Proceeding of IEEE 4th International Conference on Cloud Computing, pp. 324–331 (2011) Goudarzi, H., Pedram, M.: Multi-dimensional SLA-based resource allocation for multi-tier cloud computing systems. In: Proceeding of IEEE 4th International Conference on Cloud Computing, pp. 324–331 (2011)
9.
Zurück zum Zitat He, C., Lu, Y., Swanson, D.: Matchmaking: a new MapReduce scheduling technique. In: Proceeding of Third IEEE International Conference on Cloud Computing Technology and Science, pp. 40–47 (2011) He, C., Lu, Y., Swanson, D.: Matchmaking: a new MapReduce scheduling technique. In: Proceeding of Third IEEE International Conference on Cloud Computing Technology and Science, pp. 40–47 (2011)
10.
Zurück zum Zitat Ren, H., Lan, Y., Yin, C.: The load balancing algorithm in cloud computing environment. In: 2nd International Conference on Computer Science and Network Technology, pp. 925–928 (2012) Ren, H., Lan, Y., Yin, C.: The load balancing algorithm in cloud computing environment. In: 2nd International Conference on Computer Science and Network Technology, pp. 925–928 (2012)
11.
Zurück zum Zitat Zhou, Z., Liu, F., Xu, Y., Zou, R., Xu, H., Lui, J.C.S., Jin, H.: Carbon-aware load balancing for geo-distributed cloud services. In: Proceeding of IEEE 21st International Symposium on Modelling, Analysis & Simulation of Computer and Telecommunication Systems (2013) Zhou, Z., Liu, F., Xu, Y., Zou, R., Xu, H., Lui, J.C.S., Jin, H.: Carbon-aware load balancing for geo-distributed cloud services. In: Proceeding of IEEE 21st International Symposium on Modelling, Analysis & Simulation of Computer and Telecommunication Systems (2013)
12.
Zurück zum Zitat Dou, H., Qi, Y., Wang, P.: Hybrid power control and electricity cost management for distributed internet data centers in cloud computing. In: Proceeding of 10th Web Information System and Application Conference, pp. 394–399 (2013) Dou, H., Qi, Y., Wang, P.: Hybrid power control and electricity cost management for distributed internet data centers in cloud computing. In: Proceeding of 10th Web Information System and Application Conference, pp. 394–399 (2013)
13.
Zurück zum Zitat Aljohani, A.M., Holton, D.R.W., Awan, I., Alanazi, J.S.: Performance evaluation of local and cloud deployment of web clusters. In: Proceeding of International Conference on Network-Based Information Systems, pp. 244–248 (2011) Aljohani, A.M., Holton, D.R.W., Awan, I., Alanazi, J.S.: Performance evaluation of local and cloud deployment of web clusters. In: Proceeding of International Conference on Network-Based Information Systems, pp. 244–248 (2011)
14.
Zurück zum Zitat Toosi, A.N., Calheiros, R.N., Thulasiram, P.K., Buyya, R.: Resource provisioning policies to increase IaaS provider’s profit in a federated cloud environment. In: Proceedings of IEEE International Conference on High Performance Computing and Communications, Banff, Canada, pp. 279–287 (2011) Toosi, A.N., Calheiros, R.N., Thulasiram, P.K., Buyya, R.: Resource provisioning policies to increase IaaS provider’s profit in a federated cloud environment. In: Proceedings of IEEE International Conference on High Performance Computing and Communications, Banff, Canada, pp. 279–287 (2011)
15.
Zurück zum Zitat Zaman, S., Grosu, D.: A combinatorial auction-based mechanism for dynamic VM provisioning and allocation in clouds. IEEE Trans. Cloud Comput. 1(2), 129–141 (2013)CrossRef Zaman, S., Grosu, D.: A combinatorial auction-based mechanism for dynamic VM provisioning and allocation in clouds. IEEE Trans. Cloud Comput. 1(2), 129–141 (2013)CrossRef
16.
Zurück zum Zitat Di, S., Wang, C.-L.: Dynamic optimization of multi attribute resource allocation in self-organizing clouds. IEEE Trans. Parallel Distrib. Syst. 24(3), 464–478 (2013)CrossRef Di, S., Wang, C.-L.: Dynamic optimization of multi attribute resource allocation in self-organizing clouds. IEEE Trans. Parallel Distrib. Syst. 24(3), 464–478 (2013)CrossRef
17.
Zurück zum Zitat Li, S., Zhou, Y., Jiao, L., Yan, X., Wang, Xin, Lyu, Michael Rung-Tsong: Towards operational cost minimization in hybrid clouds for dynamic resource provisioning with delay-aware optimization. IEEE Trans. Serv. Comput. 8(3), 398–409 (2015)CrossRef Li, S., Zhou, Y., Jiao, L., Yan, X., Wang, Xin, Lyu, Michael Rung-Tsong: Towards operational cost minimization in hybrid clouds for dynamic resource provisioning with delay-aware optimization. IEEE Trans. Serv. Comput. 8(3), 398–409 (2015)CrossRef
18.
Zurück zum Zitat Zhu, Q., Agrawal, G.: Resource provisioning with budget constraints for adaptive applications in cloud environments. IEEE Trans. Serv. Comput. 5(4), 497–511 (2012)CrossRef Zhu, Q., Agrawal, G.: Resource provisioning with budget constraints for adaptive applications in cloud environments. IEEE Trans. Serv. Comput. 5(4), 497–511 (2012)CrossRef
19.
Zurück zum Zitat Chunlin, L., Jianhang, T., Youlong, L.: Distributed QoS-aware scheduling optimization for resource-intensive mobile application in hybrid cloud. Clust. Comput. 20(1), 1–18 (2017)CrossRef Chunlin, L., Jianhang, T., Youlong, L.: Distributed QoS-aware scheduling optimization for resource-intensive mobile application in hybrid cloud. Clust. Comput. 20(1), 1–18 (2017)CrossRef
20.
Zurück zum Zitat Li, W., Zhang, Q., Wu, J., Li, J., Hao, H.: Trust-driven and QoS demand clustering analysis based cloud workflow scheduling strategies. Clust. Comput. 17(3), 1–18 (2014)CrossRef Li, W., Zhang, Q., Wu, J., Li, J., Hao, H.: Trust-driven and QoS demand clustering analysis based cloud workflow scheduling strategies. Clust. Comput. 17(3), 1–18 (2014)CrossRef
21.
Zurück zum Zitat Byun, E.-K., Kee, Y.-S., Kim, J.-S., Maeng, S.: Cost optimized provisioning of elastic resources for application workflows. Future Gen. Comput. Syst. 27(8), 1011–1026 (2011)CrossRef Byun, E.-K., Kee, Y.-S., Kim, J.-S., Maeng, S.: Cost optimized provisioning of elastic resources for application workflows. Future Gen. Comput. Syst. 27(8), 1011–1026 (2011)CrossRef
22.
Zurück zum Zitat Iqbal, W., Dailey, M.N., Carrera, D., Janecek, P.: Adaptive resource provisioning for read intensive multi-tier applications in the cloud. Future Gen. Comput. Syst. 27(6), 871–879 (2011)CrossRef Iqbal, W., Dailey, M.N., Carrera, D., Janecek, P.: Adaptive resource provisioning for read intensive multi-tier applications in the cloud. Future Gen. Comput. Syst. 27(6), 871–879 (2011)CrossRef
23.
Zurück zum Zitat Phani Praveen, S., Tulasi, U., Vishnu, B., Yuvakrishna, A.: A new approach for optimizing resource provisioning in cloud computing using OCRP algorithm. Int. J. Comput. Sci. Technol. 1(8), 15–21 (2013) Phani Praveen, S., Tulasi, U., Vishnu, B., Yuvakrishna, A.: A new approach for optimizing resource provisioning in cloud computing using OCRP algorithm. Int. J. Comput. Sci. Technol. 1(8), 15–21 (2013)
Metadaten
Titel
Competent resource provisioning and distribution techniques for cloud computing environment
verfasst von
A. Suresh
R. Varatharajan
Publikationsdatum
07.11.2017
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe Sonderheft 5/2019
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-017-1293-6

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