Stochastic optimization for deployment of correlated cloud services over optical networks

K.N. Georgakilas; M. Anastasopoulos; A. Tzanakaki

doi:10.1109/LCOMM.2014.2323264

Stochastic optimization for deployment of correlated cloud services over optical networks

K.N. Georgakilas, M. Anastasopoulos, A. Tzanakaki

Research output: Contribution to journal › Article (Academic Journal) › peer-review

2 Citations (Scopus)

Abstract

Motivated by the diffusion of cloud-based services and the need for high-performance flexible networks to support interconnection of geographically dispersed data centers, this letter focuses on the deployment of correlated cloud services over optical networks. A stochastic optimization model that aims at minimizing the total service deployment cost has been developed. Service correlation is modeled as a stationary stochastic process and the sample average approximation method is used to solve the relevant problems. The results quantify the impact of service correlation and the benefits of applying stochastic optimization when planning suitable infrastructures. © 2014 IEEE.

Original language	English
Pages (from-to)	1159-1162
Number of pages	4
Journal	IEEE Communications Letters
Volume	18
Issue number	7
DOIs	https://doi.org/10.1109/LCOMM.2014.2323264
Publication status	Published - 2014

Bibliographical note

Cited By :2

Export Date: 16 March 2016

CODEN: ICLEF

References: Vaquero, L.M., Rodero-Merino, L., Caceres, J., Lindner, M., A break in the clouds: Towards a cloud definition (2008) SIGCOMM Comput. Commun. Rev., 39 (1), pp. 50-55. , Jan; Barham, P., Dragovic, B., Fraser, K., Hand, S., Harris, T., Ho, A., Neugebauer, R., Warfield, A., Xen and the art of virtualization (2003) Operating Systems Review (ACM), 37 (5), pp. 164-177. , SOSP'03: Proceedings of the 19th ACM Symposium on Operating Systems Principles; Voorsluys, W., Broberg, J., Venugopal, S., Buyya, R., Cost of virtual machine live migration in clouds: A performance evaluation (2009) LNCS, pp. 254-265; Zhao, N.Y.M., Figueiredo, R.J., Experimental study of virtual machine migration in support of reservation of cluster resources (2007) Proc. ACM VTDC, pp. 51-58. , New York, USA; Zhang, Q., Xiao, J., Gürses, E., Karsten, M., Boutaba, R., Dynamic service placement in shared service hosting infrastructures (2010) Proc. Netw., pp. 251-264; Kang, Y., Zheng, Z., Lyu, M.R., A latency-aware co-deployment mechanism for cloud-based services (2012) Proc. IEEE CLOUD, pp. 630-637. , Jun; Steiner, M., Network-aware service placement in a distributed cloud environment (2012) Proc. ACM SIGCOMM, pp. 73-74. , New York, NY, USA; Nandi, B., Banerjee, A., Ghosh, S.C., Banerjee, N., Stochastic vm multiplexing for datacenter consolidation (2012) Proc. IEEE SCC, pp. 114-121. , Jun; Chen, Y., Jain, S., Adhikari, V.K., Zhang, Z.-L., Xu, K., A first look at inter-data center traffic characteristics via Yahoo! datasets (2011) Proc. IEEE INFOCOM, pp. 1620-1628. , Apr; Develder, C., Optical networks for grid and cloud computing applications (2012) Proc. IEEE, 100 (5), pp. 1149-1167. , May; Verweij, B., The sample average approximation method applied to stochastic routing problems: A computational study (2003) Comput. Optimization Appl., 24 (2-3), pp. 289-333. , Feb; Batchelor, P., Study on the implementation of optical transparent transport networks in the european environment-Results of the research project cost 239 (2000) Photonic Netw. Commun., 2 (1), pp. 15-32. , Mar; http://www.gurobi.com, Gurobi Optimization. [Online].AvailableUR - http://www.scopus.com/inward/record.url?eid=2-s2.0-84904292053&partnerID=40&md5=0376747fcc9eb01f1feda69895f6e19a

Keywords

Cloud-based services
lightpath routing
stochastic optimization
VM migration
Distributed database systems
Random processes
Web services
Cloud-based
Lightpath routing
Sample average approximation
Service-correlation
Stationary stochastic process
Stochastic optimization model
Stochastic optimizations
Vm migrations
Optimization

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@article{f8618db120444111baa1483efa3e2876,

title = "Stochastic optimization for deployment of correlated cloud services over optical networks",

abstract = "Motivated by the diffusion of cloud-based services and the need for high-performance flexible networks to support interconnection of geographically dispersed data centers, this letter focuses on the deployment of correlated cloud services over optical networks. A stochastic optimization model that aims at minimizing the total service deployment cost has been developed. Service correlation is modeled as a stationary stochastic process and the sample average approximation method is used to solve the relevant problems. The results quantify the impact of service correlation and the benefits of applying stochastic optimization when planning suitable infrastructures. {\textcopyright} 2014 IEEE.",

keywords = "Cloud-based services, lightpath routing, stochastic optimization, VM migration, Distributed database systems, Random processes, Web services, Cloud-based, Lightpath routing, Sample average approximation, Service-correlation, Stationary stochastic process, Stochastic optimization model, Stochastic optimizations, Vm migrations, Optimization",

author = "K.N. Georgakilas and M. Anastasopoulos and A. Tzanakaki",

note = "Cited By :2 Export Date: 16 March 2016 CODEN: ICLEF References: Vaquero, L.M., Rodero-Merino, L., Caceres, J., Lindner, M., A break in the clouds: Towards a cloud definition (2008) SIGCOMM Comput. Commun. Rev., 39 (1), pp. 50-55. , Jan; Barham, P., Dragovic, B., Fraser, K., Hand, S., Harris, T., Ho, A., Neugebauer, R., Warfield, A., Xen and the art of virtualization (2003) Operating Systems Review (ACM), 37 (5), pp. 164-177. , SOSP'03: Proceedings of the 19th ACM Symposium on Operating Systems Principles; Voorsluys, W., Broberg, J., Venugopal, S., Buyya, R., Cost of virtual machine live migration in clouds: A performance evaluation (2009) LNCS, pp. 254-265; Zhao, N.Y.M., Figueiredo, R.J., Experimental study of virtual machine migration in support of reservation of cluster resources (2007) Proc. ACM VTDC, pp. 51-58. , New York, USA; Zhang, Q., Xiao, J., G{\"u}rses, E., Karsten, M., Boutaba, R., Dynamic service placement in shared service hosting infrastructures (2010) Proc. Netw., pp. 251-264; Kang, Y., Zheng, Z., Lyu, M.R., A latency-aware co-deployment mechanism for cloud-based services (2012) Proc. IEEE CLOUD, pp. 630-637. , Jun; Steiner, M., Network-aware service placement in a distributed cloud environment (2012) Proc. ACM SIGCOMM, pp. 73-74. , New York, NY, USA; Nandi, B., Banerjee, A., Ghosh, S.C., Banerjee, N., Stochastic vm multiplexing for datacenter consolidation (2012) Proc. IEEE SCC, pp. 114-121. , Jun; Chen, Y., Jain, S., Adhikari, V.K., Zhang, Z.-L., Xu, K., A first look at inter-data center traffic characteristics via Yahoo! datasets (2011) Proc. IEEE INFOCOM, pp. 1620-1628. , Apr; Develder, C., Optical networks for grid and cloud computing applications (2012) Proc. IEEE, 100 (5), pp. 1149-1167. , May; Verweij, B., The sample average approximation method applied to stochastic routing problems: A computational study (2003) Comput. Optimization Appl., 24 (2-3), pp. 289-333. , Feb; Batchelor, P., Study on the implementation of optical transparent transport networks in the european environment-Results of the research project cost 239 (2000) Photonic Netw. Commun., 2 (1), pp. 15-32. , Mar; http://www.gurobi.com, Gurobi Optimization. [Online].AvailableUR - http://www.scopus.com/inward/record.url?eid=2-s2.0-84904292053&partnerID=40&md5=0376747fcc9eb01f1feda69895f6e19a",

year = "2014",

doi = "10.1109/LCOMM.2014.2323264",

language = "English",

volume = "18",

pages = "1159--1162",

journal = "IEEE Communications Letters",

issn = "1089-7798",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

number = "7",

}

TY - JOUR

T1 - Stochastic optimization for deployment of correlated cloud services over optical networks

AU - Georgakilas, K.N.

AU - Anastasopoulos, M.

AU - Tzanakaki, A.

N1 - Cited By :2 Export Date: 16 March 2016 CODEN: ICLEF References: Vaquero, L.M., Rodero-Merino, L., Caceres, J., Lindner, M., A break in the clouds: Towards a cloud definition (2008) SIGCOMM Comput. Commun. Rev., 39 (1), pp. 50-55. , Jan; Barham, P., Dragovic, B., Fraser, K., Hand, S., Harris, T., Ho, A., Neugebauer, R., Warfield, A., Xen and the art of virtualization (2003) Operating Systems Review (ACM), 37 (5), pp. 164-177. , SOSP'03: Proceedings of the 19th ACM Symposium on Operating Systems Principles; Voorsluys, W., Broberg, J., Venugopal, S., Buyya, R., Cost of virtual machine live migration in clouds: A performance evaluation (2009) LNCS, pp. 254-265; Zhao, N.Y.M., Figueiredo, R.J., Experimental study of virtual machine migration in support of reservation of cluster resources (2007) Proc. ACM VTDC, pp. 51-58. , New York, USA; Zhang, Q., Xiao, J., Gürses, E., Karsten, M., Boutaba, R., Dynamic service placement in shared service hosting infrastructures (2010) Proc. Netw., pp. 251-264; Kang, Y., Zheng, Z., Lyu, M.R., A latency-aware co-deployment mechanism for cloud-based services (2012) Proc. IEEE CLOUD, pp. 630-637. , Jun; Steiner, M., Network-aware service placement in a distributed cloud environment (2012) Proc. ACM SIGCOMM, pp. 73-74. , New York, NY, USA; Nandi, B., Banerjee, A., Ghosh, S.C., Banerjee, N., Stochastic vm multiplexing for datacenter consolidation (2012) Proc. IEEE SCC, pp. 114-121. , Jun; Chen, Y., Jain, S., Adhikari, V.K., Zhang, Z.-L., Xu, K., A first look at inter-data center traffic characteristics via Yahoo! datasets (2011) Proc. IEEE INFOCOM, pp. 1620-1628. , Apr; Develder, C., Optical networks for grid and cloud computing applications (2012) Proc. IEEE, 100 (5), pp. 1149-1167. , May; Verweij, B., The sample average approximation method applied to stochastic routing problems: A computational study (2003) Comput. Optimization Appl., 24 (2-3), pp. 289-333. , Feb; Batchelor, P., Study on the implementation of optical transparent transport networks in the european environment-Results of the research project cost 239 (2000) Photonic Netw. Commun., 2 (1), pp. 15-32. , Mar; http://www.gurobi.com, Gurobi Optimization. [Online].AvailableUR - http://www.scopus.com/inward/record.url?eid=2-s2.0-84904292053&partnerID=40&md5=0376747fcc9eb01f1feda69895f6e19a

PY - 2014

Y1 - 2014

N2 - Motivated by the diffusion of cloud-based services and the need for high-performance flexible networks to support interconnection of geographically dispersed data centers, this letter focuses on the deployment of correlated cloud services over optical networks. A stochastic optimization model that aims at minimizing the total service deployment cost has been developed. Service correlation is modeled as a stationary stochastic process and the sample average approximation method is used to solve the relevant problems. The results quantify the impact of service correlation and the benefits of applying stochastic optimization when planning suitable infrastructures. © 2014 IEEE.

AB - Motivated by the diffusion of cloud-based services and the need for high-performance flexible networks to support interconnection of geographically dispersed data centers, this letter focuses on the deployment of correlated cloud services over optical networks. A stochastic optimization model that aims at minimizing the total service deployment cost has been developed. Service correlation is modeled as a stationary stochastic process and the sample average approximation method is used to solve the relevant problems. The results quantify the impact of service correlation and the benefits of applying stochastic optimization when planning suitable infrastructures. © 2014 IEEE.

KW - Cloud-based services

KW - lightpath routing

KW - stochastic optimization

KW - VM migration

KW - Distributed database systems

KW - Random processes

KW - Web services

KW - Cloud-based

KW - Lightpath routing

KW - Sample average approximation

KW - Service-correlation

KW - Stationary stochastic process

KW - Stochastic optimization model

KW - Stochastic optimizations

KW - Vm migrations

KW - Optimization

U2 - 10.1109/LCOMM.2014.2323264

DO - 10.1109/LCOMM.2014.2323264

M3 - Article (Academic Journal)

SN - 1089-7798

VL - 18

SP - 1159

EP - 1162

JO - IEEE Communications Letters

JF - IEEE Communications Letters

IS - 7

ER -

Stochastic optimization for deployment of correlated cloud services over optical networks

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