Abstract

This paper focuses on the design of multiple dependable virtual infrastructures (VIs) over converged optical network and IT resources supporting uncertain elastic cloud services. VI dependability is defined as the VI ability to offer resilience in the case of IT resource failures and security guarantees in terms of isolation of VIs that share a common physical infrastructure. The VI planning optimization objective is to minimize the overall energy consumption. To address these issues together with the time variability and uncertainty of elastic cloud services, a novel VI planning scheme based on stochastic linear programming (SLP) is proposed. To cope with the increasing computational complexity inherently imposed in SLP formulations, the sample average approximation technique and Lagrangian relaxation are used to solve the SLP problem in an efficient manner. Our modeling results illustrate interesting trade-offs between the overall energy consumption of the VIs and the dependability impact on the energy consumption and the utilization of the infrastructure resources.

© 2013 Optical Society of America

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2013 (2)

M. Rahman and R. Boutaba, “SVNE: Survivable virtual network embedding algorithms for network virtulization,” IEEE Trans. Netw. Serv. Manage., vol.  10, no. 2, pp. 105–118, 2013.

S. Peng, R. Nejabati, and D. Simeonidou, “Impairment-aware optical network virtualization in single-line-rate and mixed-line-rate WDM networks,” J. Opt. Commun. Netw., vol.  5, no. 4, pp. 283–293, 2013.
[CrossRef]

2012 (6)

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

S. Chaisiri, B.-S. Lee, and D. Niyato, “Optimization of resource provisioning cost in cloud computing,” IEEE Trans. Serv. Comput., vol.  5, no. 2, pp. 164–177, 2012.

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

D. A. Schupke, “Multi-layer and multi-domain resilience in optical networks,” Proc. IEEE, vol.  100, no. 5, pp. 1140–1148, May 2012.
[CrossRef]

M. F. Habib, M. Tornatore, M. De Leenheer, F. Dikbiyik, and B. Mukherjee, “Design of disaster-resilient datacenter networks,” J. Lightwave Technol., vol.  30, no. 16, pp. 2563–2573, Aug. 2012.
[CrossRef]

A. Wang, M. Iyer, R. Dutta, G. N. Rouskas, and I. Baldine, “Network virtualization: Technologies, perspectives, and frontiers,” J. Lightwave Technol., vol.  31, no. 4, pp. 523–537, Dec. 2012.

2011 (3)

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

K. M. Katrinis and A. Tzanakaki, “On the dimensioning of WDM optical networks with impairment-aware regeneration,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 735–746, 2011.
[CrossRef]

P. Babarczi, J. Tapolcai, and P.-H. Ho, “Adjacent link failure localization with monitoring trails in all-optical mesh networks,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 907–920, 2011.
[CrossRef]

2010 (3)

J. Wellons, L. Dai, Y. Xue, and Y. Cui, “Augmenting predictive with oblivious routing for wireless mesh networks under traffic uncertainty,” Comput. Netw., vol.  54, no. 2, pp. 178–195, Feb. 2010.
[CrossRef]

N. A. Skorin-Kapov, J. Chen, and L. Wosinska, “A new approach to optical networks security: Attack-aware routing and wavelength assignment,” IEEE/ACM Trans. Netw., vol.  18, no. 3, pp. 750–760, 2010.
[CrossRef]

M. Furdek, N. Skorin-Kapov, and M. Grbac, “Attack-aware wavelength assignment for localization of in-band crosstalk attack propagation,” J. Opt. Commun. Netw., vol.  2, no. 11, pp. 1000–1009, Nov. 2010.
[CrossRef]

2009 (3)

2006 (1)

R. Madan and S. Lall, “Distributed algorithms for maximum lifetime routing in wireless sensor networks,” IEEE Trans. Wireless Commun., vol.  5, no. 8, pp. 2185–2193, 2006.
[CrossRef]

2005 (1)

W. Tao and A. K. Somani, “Cross-talk attack monitoring and localization in all-optical networks,” IEEE/ACM Trans. Netw., vol.  13, no. 6, pp. 1390–1401, Dec. 2005.
[CrossRef]

2004 (1)

M. A. Rappa, “The utility business model and the future of computing systems,” IBM Syst. J., vol.  43, no. 1, pp. 32–42, 2004.

2002 (1)

A. J. Kleywegt, A. Shapiro, and T. Homem-de-Mello, “The sample average approximation method for stochastic discrete optimization,” SIAM J. Optim., vol.  12, no. 2, 479–502, Feb. 2002.
[CrossRef]

Aleksic, S.

Anand, V.

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Anastasopoulos, M.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Anastasopoulos, M. P.

M. P. Anastasopoulos, A. Tzanakaki, and K. Georgakilas, “Stochastic virtual infrastructure planning in elastic cloud deploying optical networking,” in Proc. OFC, 2012, paper OW1A.3.

Antoniak-Lewandowska, M.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Audenaert, P.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

Ayre, R.

Babarczi, P.

P. Babarczi, J. Tapolcai, and P.-H. Ho, “Adjacent link failure localization with monitoring trails in all-optical mesh networks,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 907–920, 2011.
[CrossRef]

Baldine, I.

Baliga, J.

Belter, B.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Binczewski, A.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Boutaba, R.

M. Rahman and R. Boutaba, “SVNE: Survivable virtual network embedding algorithms for network virtulization,” IEEE Trans. Netw. Serv. Manage., vol.  10, no. 2, pp. 105–118, 2013.

Bregni, S.

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

Broberg, J.

A. Buyya, J. Broberg, and A. Gociski, Cloud Computing Principles and Paradigms. Wiley, 2011.

Brogle, M.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Buysse, J.

C. Develder, J. Buysse, M. De Leenheer, B. Jaumard, and B. Dhoedt, “Resilient network dimensioning for optical grid/clouds using relocation,” in Proc. IEEE ICC, 2012.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Buyya, A.

A. Buyya, J. Broberg, and A. Gociski, Cloud Computing Principles and Paradigms. Wiley, 2011.

Cai, Y.

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Chaisiri, S.

S. Chaisiri, B.-S. Lee, and D. Niyato, “Optimization of resource provisioning cost in cloud computing,” IEEE Trans. Serv. Comput., vol.  5, no. 2, pp. 164–177, 2012.

Chen, J.

N. A. Skorin-Kapov, J. Chen, and L. Wosinska, “A new approach to optical networks security: Attack-aware routing and wavelength assignment,” IEEE/ACM Trans. Netw., vol.  18, no. 3, pp. 750–760, 2010.
[CrossRef]

Ciulli, N.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Colle, D.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

Cui, Y.

J. Wellons, L. Dai, Y. Xue, and Y. Cui, “Augmenting predictive with oblivious routing for wireless mesh networks under traffic uncertainty,” Comput. Netw., vol.  54, no. 2, pp. 178–195, Feb. 2010.
[CrossRef]

Dai, L.

J. Wellons, L. Dai, Y. Xue, and Y. Cui, “Augmenting predictive with oblivious routing for wireless mesh networks under traffic uncertainty,” Comput. Netw., vol.  54, no. 2, pp. 178–195, Feb. 2010.
[CrossRef]

De Duenyas, A. T.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

de Laat, C.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

De Leenheer, M.

M. F. Habib, M. Tornatore, M. De Leenheer, F. Dikbiyik, and B. Mukherjee, “Design of disaster-resilient datacenter networks,” J. Lightwave Technol., vol.  30, no. 16, pp. 2563–2573, Aug. 2012.
[CrossRef]

C. Develder, J. Buysse, M. De Leenheer, B. Jaumard, and B. Dhoedt, “Resilient network dimensioning for optical grid/clouds using relocation,” in Proc. IEEE ICC, 2012.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

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M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

J. P. Vasseur, M. Pickavet, and P. Demeester, Network Recovery: Protection and Restoration of Optical, SONET-SDH, IP, and MPLS. Morgan Kaufmann, 2004.

Demeyer, S.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

Develder, C.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

C. Develder, J. Buysse, M. De Leenheer, B. Jaumard, and B. Dhoedt, “Resilient network dimensioning for optical grid/clouds using relocation,” in Proc. IEEE ICC, 2012.

Dhoedt, B.

C. Develder, J. Buysse, M. De Leenheer, B. Jaumard, and B. Dhoedt, “Resilient network dimensioning for optical grid/clouds using relocation,” in Proc. IEEE ICC, 2012.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

Di, H.

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Dikbiyik, F.

Diot, C.

V. Valancius, N. Laoutaris, L. Massoulié, C. Diot, and P. Rodriguez, “Greening the Internet with nano data centers,” in Proc. CoNEXT, 2009, pp. 37–48.

Donadio, P.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Donaldio, P.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Dutta, R.

Escalona, E.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Ferrer Riera, J.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Fontana, G.

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

Furdek, M.

Garcia-Espin, J. A.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

García-Espín, J. A.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Georgakilas, K.

M. P. Anastasopoulos, A. Tzanakaki, and K. Georgakilas, “Stochastic virtual infrastructure planning in elastic cloud deploying optical networking,” in Proc. OFC, 2012, paper OW1A.3.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Ghijsen, M.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Gociski, A.

A. Buyya, J. Broberg, and A. Gociski, Cloud Computing Principles and Paradigms. Wiley, 2011.

Grbac, M.

Habib, M. F.

M. F. Habib, M. Tornatore, M. De Leenheer, F. Dikbiyik, and B. Mukherjee, “Design of disaster-resilient datacenter networks,” J. Lightwave Technol., vol.  30, no. 16, pp. 2563–2573, Aug. 2012.
[CrossRef]

M. F. Habib, M. Tornatore, and B. Mukherjee, “Fault-tolerant virtual network mapping to provide content connectivity in optical networks,” in Proc. OFC, 2013.

Hinton, K.

Ho, P.-H.

P. Babarczi, J. Tapolcai, and P.-H. Ho, “Adjacent link failure localization with monitoring trails in all-optical mesh networks,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 907–920, 2011.
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Homem-de-Mello, T.

A. J. Kleywegt, A. Shapiro, and T. Homem-de-Mello, “The sample average approximation method for stochastic discrete optimization,” SIAM J. Optim., vol.  12, no. 2, 479–502, Feb. 2002.
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Iyer, M.

Jaumard, B.

C. Develder, J. Buysse, M. De Leenheer, B. Jaumard, and B. Dhoedt, “Resilient network dimensioning for optical grid/clouds using relocation,” in Proc. IEEE ICC, 2012.

Jimenez, J.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Jiménez, J.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Kall, P.

P. Kall and J. Mayer, Stochastic Linear Programming: Models, Theory, and Computation. Kluwer Academic, 2005.

Katrinis, K.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Katrinis, K. M.

K. M. Katrinis and A. Tzanakaki, “On the dimensioning of WDM optical networks with impairment-aware regeneration,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 735–746, 2011.
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Kleywegt, A. J.

A. J. Kleywegt, A. Shapiro, and T. Homem-de-Mello, “The sample average approximation method for stochastic discrete optimization,” SIAM J. Optim., vol.  12, no. 2, 479–502, Feb. 2002.
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E. Kubilinskas, P. Nilsson, and M. Pioro, “Design models for robust multi-layer next generation Internet core networks carrying elastic traffic,” in Proc. DRCN, 2003, pp. 61–68.

Lall, S.

R. Madan and S. Lall, “Distributed algorithms for maximum lifetime routing in wireless sensor networks,” IEEE Trans. Wireless Commun., vol.  5, no. 8, pp. 2185–2193, 2006.
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Landi, G.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Laoutaris, N.

V. Valancius, N. Laoutaris, L. Massoulié, C. Diot, and P. Rodriguez, “Greening the Internet with nano data centers,” in Proc. CoNEXT, 2009, pp. 37–48.

Lee, B.-S.

S. Chaisiri, B.-S. Lee, and D. Niyato, “Optimization of resource provisioning cost in cloud computing,” IEEE Trans. Serv. Comput., vol.  5, no. 2, pp. 164–177, 2012.

Li, L.

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Lopez, E.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

López, E.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Madan, R.

R. Madan and S. Lall, “Distributed algorithms for maximum lifetime routing in wireless sensor networks,” IEEE Trans. Wireless Commun., vol.  5, no. 8, pp. 2185–2193, 2006.
[CrossRef]

Manfredi, A.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Massoulié, L.

V. Valancius, N. Laoutaris, L. Massoulié, C. Diot, and P. Rodriguez, “Greening the Internet with nano data centers,” in Proc. CoNEXT, 2009, pp. 37–48.

Mayer, J.

P. Kall and J. Mayer, Stochastic Linear Programming: Models, Theory, and Computation. Kluwer Academic, 2005.

Medhi, D.

M. Pióro and D. Medhi, Routing, Flow, and Capacity Design in Communication and Computer Networks. Morgan Kaufmann, 2004.

Monti, P.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Mukherjee, B.

M. F. Habib, M. Tornatore, M. De Leenheer, F. Dikbiyik, and B. Mukherjee, “Design of disaster-resilient datacenter networks,” J. Lightwave Technol., vol.  30, no. 16, pp. 2563–2573, Aug. 2012.
[CrossRef]

M. F. Habib, M. Tornatore, and B. Mukherjee, “Fault-tolerant virtual network mapping to provide content connectivity in optical networks,” in Proc. OFC, 2013.

Musumeci, F.

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

Nejabati, R.

S. Peng, R. Nejabati, and D. Simeonidou, “Impairment-aware optical network virtualization in single-line-rate and mixed-line-rate WDM networks,” J. Opt. Commun. Netw., vol.  5, no. 4, pp. 283–293, 2013.
[CrossRef]

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Nilsson, P.

E. Kubilinskas, P. Nilsson, and M. Pioro, “Design models for robust multi-layer next generation Internet core networks carrying elastic traffic,” in Proc. DRCN, 2003, pp. 61–68.

Niyato, D.

S. Chaisiri, B.-S. Lee, and D. Niyato, “Optimization of resource provisioning cost in cloud computing,” IEEE Trans. Serv. Comput., vol.  5, no. 2, pp. 164–177, 2012.

O’Mahony, M. J.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Parladori, G.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Pattavina, A.

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

Peng, S.

S. Peng, R. Nejabati, and D. Simeonidou, “Impairment-aware optical network virtualization in single-line-rate and mixed-line-rate WDM networks,” J. Opt. Commun. Netw., vol.  5, no. 4, pp. 283–293, 2013.
[CrossRef]

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Pickavet, M.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

J. P. Vasseur, M. Pickavet, and P. Demeester, Network Recovery: Protection and Restoration of Optical, SONET-SDH, IP, and MPLS. Morgan Kaufmann, 2004.

Pioro, M.

E. Kubilinskas, P. Nilsson, and M. Pioro, “Design models for robust multi-layer next generation Internet core networks carrying elastic traffic,” in Proc. DRCN, 2003, pp. 61–68.

Pióro, M.

M. Pióro and D. Medhi, Routing, Flow, and Capacity Design in Communication and Computer Networks. Morgan Kaufmann, 2004.

Politi, T.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Rahman, M.

M. Rahman and R. Boutaba, “SVNE: Survivable virtual network embedding algorithms for network virtulization,” IEEE Trans. Netw. Serv. Manage., vol.  10, no. 2, pp. 105–118, 2013.

Rappa, M. A.

M. A. Rappa, “The utility business model and the future of computing systems,” IBM Syst. J., vol.  43, no. 1, pp. 32–42, 2004.

Riera, J.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Rodriguez, P.

V. Valancius, N. Laoutaris, L. Massoulié, C. Diot, and P. Rodriguez, “Greening the Internet with nano data centers,” in Proc. CoNEXT, 2009, pp. 37–48.

Rouskas, G. N.

Schupke, D. A.

D. A. Schupke, “Multi-layer and multi-domain resilience in optical networks,” Proc. IEEE, vol.  100, no. 5, pp. 1140–1148, May 2012.
[CrossRef]

Shapiro, A.

A. J. Kleywegt, A. Shapiro, and T. Homem-de-Mello, “The sample average approximation method for stochastic discrete optimization,” SIAM J. Optim., vol.  12, no. 2, 479–502, Feb. 2002.
[CrossRef]

Shen, G.

Simeonidou, D.

S. Peng, R. Nejabati, and D. Simeonidou, “Impairment-aware optical network virtualization in single-line-rate and mixed-line-rate WDM networks,” J. Opt. Commun. Netw., vol.  5, no. 4, pp. 283–293, 2013.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Skorin-Kapov, N.

Skorin-Kapov, N. A.

N. A. Skorin-Kapov, J. Chen, and L. Wosinska, “A new approach to optical networks security: Attack-aware routing and wavelength assignment,” IEEE/ACM Trans. Netw., vol.  18, no. 3, pp. 750–760, 2010.
[CrossRef]

Somani, A. K.

W. Tao and A. K. Somani, “Cross-talk attack monitoring and localization in all-optical networks,” IEEE/ACM Trans. Netw., vol.  13, no. 6, pp. 1390–1401, Dec. 2005.
[CrossRef]

Sorin, W. V.

Stavdas, A.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Sun, G.

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Tao, W.

W. Tao and A. K. Somani, “Cross-talk attack monitoring and localization in all-optical networks,” IEEE/ACM Trans. Netw., vol.  13, no. 6, pp. 1390–1401, Dec. 2005.
[CrossRef]

Tapolcai, J.

P. Babarczi, J. Tapolcai, and P.-H. Ho, “Adjacent link failure localization with monitoring trails in all-optical mesh networks,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 907–920, 2011.
[CrossRef]

Tornatore, M.

M. F. Habib, M. Tornatore, M. De Leenheer, F. Dikbiyik, and B. Mukherjee, “Design of disaster-resilient datacenter networks,” J. Lightwave Technol., vol.  30, no. 16, pp. 2563–2573, Aug. 2012.
[CrossRef]

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

M. F. Habib, M. Tornatore, and B. Mukherjee, “Fault-tolerant virtual network mapping to provide content connectivity in optical networks,” in Proc. OFC, 2013.

Tucker, R. S.

Tzanakaki, A.

K. M. Katrinis and A. Tzanakaki, “On the dimensioning of WDM optical networks with impairment-aware regeneration,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 735–746, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

M. P. Anastasopoulos, A. Tzanakaki, and K. Georgakilas, “Stochastic virtual infrastructure planning in elastic cloud deploying optical networking,” in Proc. OFC, 2012, paper OW1A.3.

Valancius, V.

V. Valancius, N. Laoutaris, L. Massoulié, C. Diot, and P. Rodriguez, “Greening the Internet with nano data centers,” in Proc. CoNEXT, 2009, pp. 37–48.

Van Daele, P.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

van der Ham, J.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Vasseur, J. P.

J. P. Vasseur, M. Pickavet, and P. Demeester, Network Recovery: Protection and Restoration of Optical, SONET-SDH, IP, and MPLS. Morgan Kaufmann, 2004.

Vereecken, W.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

Vermeulen, B.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

Vicat-Blanc, P.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

Wang, A.

Wellons, J.

J. Wellons, L. Dai, Y. Xue, and Y. Cui, “Augmenting predictive with oblivious routing for wireless mesh networks under traffic uncertainty,” Comput. Netw., vol.  54, no. 2, pp. 178–195, Feb. 2010.
[CrossRef]

Wosinska, L.

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Dimensioning the future pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw., vol.  3, pp. 272–280, 2011.
[CrossRef]

N. A. Skorin-Kapov, J. Chen, and L. Wosinska, “A new approach to optical networks security: Attack-aware routing and wavelength assignment,” IEEE/ACM Trans. Netw., vol.  18, no. 3, pp. 750–760, 2010.
[CrossRef]

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

Xue, Y.

J. Wellons, L. Dai, Y. Xue, and Y. Cui, “Augmenting predictive with oblivious routing for wireless mesh networks under traffic uncertainty,” Comput. Netw., vol.  54, no. 2, pp. 178–195, Feb. 2010.
[CrossRef]

Yu, H.

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Comput. Netw. (1)

J. Wellons, L. Dai, Y. Xue, and Y. Cui, “Augmenting predictive with oblivious routing for wireless mesh networks under traffic uncertainty,” Comput. Netw., vol.  54, no. 2, pp. 178–195, Feb. 2010.
[CrossRef]

IBM Syst. J. (1)

M. A. Rappa, “The utility business model and the future of computing systems,” IBM Syst. J., vol.  43, no. 1, pp. 32–42, 2004.

IEEE Trans. Netw. Serv. Manage. (1)

M. Rahman and R. Boutaba, “SVNE: Survivable virtual network embedding algorithms for network virtulization,” IEEE Trans. Netw. Serv. Manage., vol.  10, no. 2, pp. 105–118, 2013.

IEEE Trans. Serv. Comput. (1)

S. Chaisiri, B.-S. Lee, and D. Niyato, “Optimization of resource provisioning cost in cloud computing,” IEEE Trans. Serv. Comput., vol.  5, no. 2, pp. 164–177, 2012.

IEEE Trans. Wireless Commun. (1)

R. Madan and S. Lall, “Distributed algorithms for maximum lifetime routing in wireless sensor networks,” IEEE Trans. Wireless Commun., vol.  5, no. 8, pp. 2185–2193, 2006.
[CrossRef]

IEEE/ACM Trans. Netw. (4)

N. A. Skorin-Kapov, J. Chen, and L. Wosinska, “A new approach to optical networks security: Attack-aware routing and wavelength assignment,” IEEE/ACM Trans. Netw., vol.  18, no. 3, pp. 750–760, 2010.
[CrossRef]

K. M. Katrinis and A. Tzanakaki, “On the dimensioning of WDM optical networks with impairment-aware regeneration,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 735–746, 2011.
[CrossRef]

P. Babarczi, J. Tapolcai, and P.-H. Ho, “Adjacent link failure localization with monitoring trails in all-optical mesh networks,” IEEE/ACM Trans. Netw., vol.  19, no. 3, pp. 907–920, 2011.
[CrossRef]

W. Tao and A. K. Somani, “Cross-talk attack monitoring and localization in all-optical networks,” IEEE/ACM Trans. Netw., vol.  13, no. 6, pp. 1390–1401, Dec. 2005.
[CrossRef]

IET Optoelectron. (1)

F. Musumeci, M. Tornatore, G. Fontana, S. Bregni, and A. Pattavina, “Energy-efficiency of all-optical transport through time driven switching,” IET Optoelectron., vol.  6, no. 4, pp. 173–182, Aug. 2012.
[CrossRef]

J. Lightwave Technol. (3)

J. Opt. Commun. Netw. (5)

Photon. Netw. Commun. (1)

G. Sun, H. Yu, L. Li, V. Anand, Y. Cai, and H. Di, “Exploring online virtual networks mapping with stochastic bandwidth demand in multi-datacenter,” Photon. Netw. Commun., vol.  23, no. 2, pp. 109–122, 2012.
[CrossRef]

Proc. IEEE (1)

D. A. Schupke, “Multi-layer and multi-domain resilience in optical networks,” Proc. IEEE, vol.  100, no. 5, pp. 1140–1148, May 2012.
[CrossRef]

SIAM J. Optim. (1)

A. J. Kleywegt, A. Shapiro, and T. Homem-de-Mello, “The sample average approximation method for stochastic discrete optimization,” SIAM J. Optim., vol.  12, no. 2, 479–502, Feb. 2002.
[CrossRef]

Other (17)

A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. van Daele, D. Simeonidou, M. J. O’Mahony, S. Aleksic, L. Wosinska, and P. Monti, “Power considerations towards a sustainable pan-European network,” in Proc. OFC, 2011, paper JWA061.

M. F. Habib, M. Tornatore, and B. Mukherjee, “Fault-tolerant virtual network mapping to provide content connectivity in optical networks,” in Proc. OFC, 2013.

M. P. Anastasopoulos, A. Tzanakaki, and K. Georgakilas, “Stochastic virtual infrastructure planning in elastic cloud deploying optical networking,” in Proc. OFC, 2012, paper OW1A.3.

E. Kubilinskas, P. Nilsson, and M. Pioro, “Design models for robust multi-layer next generation Internet core networks carrying elastic traffic,” in Proc. DRCN, 2003, pp. 61–68.

M. Pióro and D. Medhi, Routing, Flow, and Capacity Design in Communication and Computer Networks. Morgan Kaufmann, 2004.

J. P. Vasseur, M. Pickavet, and P. Demeester, Network Recovery: Protection and Restoration of Optical, SONET-SDH, IP, and MPLS. Morgan Kaufmann, 2004.

Standard Performance Evaluation Corporation [Online]. Available: www.spec.org .

GEYSERS: Generalised architecture for dynamic infrastructure services [Online]. Available: http://www.geysers.eu/ .

P. Kall and J. Mayer, Stochastic Linear Programming: Models, Theory, and Computation. Kluwer Academic, 2005.

A. Buyya, J. Broberg, and A. Gociski, Cloud Computing Principles and Paradigms. Wiley, 2011.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs of ICT: The rise of power-aware networking,” in Proc. IEEE ANTS, 2008.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. Lopez, J. Riera, J. A. Garcia-Espin, P. Donadio, G. Parladori, and J. Jimenez, “Energy efficiency in integrated IT and optical network infrastructures: The GEYSERS approach,” in IEEE INFOCOM Workshop on Green Communications and Networking, 2011, pp. 343–348.

Z. Davis, “Power consumption and cooling in the data center: A survey” [Online]. Available: http://www.greenbiz.com/ .

Oracle Data Sheet, “Sun Oracle DataBaseMachine” [Online]. Available: http://www.oracle.com/ .

C. Develder, J. Buysse, M. De Leenheer, B. Jaumard, and B. Dhoedt, “Resilient network dimensioning for optical grid/clouds using relocation,” in Proc. IEEE ICC, 2012.

V. Valancius, N. Laoutaris, L. Massoulié, C. Diot, and P. Rodriguez, “Greening the Internet with nano data centers,” in Proc. CoNEXT, 2009, pp. 37–48.

A. Tzanakaki, M. Anastasopoulos, K. Georgakilas, J. Buysse, M. De Leenheer, C. Develder, S. Peng, R. Nejabati, E. Escalona, D. Simeonidou, N. Ciulli, G. Landi, M. Brogle, A. Manfredi, E. López, J. Ferrer Riera, J. A. García-Espín, P. Donaldio, G. Parladori, J. Jiménez, A. T. De Duenyas, P. Vicat-Blanc, J. van der Ham, C. de Laat, M. Ghijsen, B. Belter, A. Binczewski, and M. Antoniak-Lewandowska, “Energy efficiency considerations in integrated IT and optical network resilient infrastructures,” Proc. ICTON, 2011.

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