Abstract

This paper studies energy efficient planning of multiple concurrent virtual infrastructures over a converged physical infrastructure incorporating integrated optical network and IT resources. An MILP model for virtualization of the underlying physical resources is proposed and validated achieving significant energy savings.

© 2011 OSA

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References

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  1. M. Handley, “Why the Internet only just works,” BT Technol. J. 24(3), 119–129 (2006).
    [CrossRef]
  2. 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. Lopez, J. F. 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 INFOCOM2011, Workshop Green Commun. and Netw., 343–348.
  3. M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs for ICT: The rise of power-aware networking,” in 2nd International Symposium on Advanced Networks and Telecommunication Systems (ANTS '08) (IEEE, 2008), pp. 1–3.
  4. A. Tzanakaki, K. Katrinis, T. Politi, A. Stavdas, M. Pickavet, P. Van Daele, D. Simeonidou, M. O'Mahony, S. Aleksić, L. Wosinska, and P. Monti, “Dimensioning the future Pan-European optical network with energy efficiency considerations,” J. Opt. Commun. Netw. 3(4), 272–280 (2011).
    [CrossRef]
  5. E. Kubilinskas, P. Nilsson, and M. Pioro, “Design Models for robust multi-layer next generation internet core networks carrying elastic traffic,” in Proceedings of DRCN 2003, 61–68 (2003).
  6. B. Quetier, V. Neri, and F. Cappello, “Selecting a virtualization system for grid/P2P large scale emulation,” in Proc. EXPGRID’06 (2006).
  7. Standard Performance Evaluation Corporation (SPEC) ( www.spec.org ).
  8. X. Fan, W.-D. Weber, and L. A. Barroso, “Power provisioning for a warehouse-sized computer,” SIGARCH Comput. Archit. News 35(2), 13–23 (2007).
    [CrossRef]
  9. M. P. Anastasopoulos, A. Panagopoulos, and P. Cottis, “A distributed routing protocol for QoS provisioning in wireless mesh networks operating above 10 GHz,” Wirel. Commun. Mob. Comp. 8(10), 1233–1245 (2008).
    [CrossRef]
  10. P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
    [CrossRef]

2011 (1)

2008 (1)

M. P. Anastasopoulos, A. Panagopoulos, and P. Cottis, “A distributed routing protocol for QoS provisioning in wireless mesh networks operating above 10 GHz,” Wirel. Commun. Mob. Comp. 8(10), 1233–1245 (2008).
[CrossRef]

2007 (1)

X. Fan, W.-D. Weber, and L. A. Barroso, “Power provisioning for a warehouse-sized computer,” SIGARCH Comput. Archit. News 35(2), 13–23 (2007).
[CrossRef]

2006 (1)

M. Handley, “Why the Internet only just works,” BT Technol. J. 24(3), 119–129 (2006).
[CrossRef]

2000 (1)

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Aleksic, S.

Anastasopoulos, M. P.

M. P. Anastasopoulos, A. Panagopoulos, and P. Cottis, “A distributed routing protocol for QoS provisioning in wireless mesh networks operating above 10 GHz,” Wirel. Commun. Mob. Comp. 8(10), 1233–1245 (2008).
[CrossRef]

Barroso, L. A.

X. Fan, W.-D. Weber, and L. A. Barroso, “Power provisioning for a warehouse-sized computer,” SIGARCH Comput. Archit. News 35(2), 13–23 (2007).
[CrossRef]

Batchelor, P.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Caenegem, B. V.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Coquil, E. L.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Cottis, P.

M. P. Anastasopoulos, A. Panagopoulos, and P. Cottis, “A distributed routing protocol for QoS provisioning in wireless mesh networks operating above 10 GHz,” Wirel. Commun. Mob. Comp. 8(10), 1233–1245 (2008).
[CrossRef]

Daino, B.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Fan, X.

X. Fan, W.-D. Weber, and L. A. Barroso, “Power provisioning for a warehouse-sized computer,” SIGARCH Comput. Archit. News 35(2), 13–23 (2007).
[CrossRef]

Handley, M.

M. Handley, “Why the Internet only just works,” BT Technol. J. 24(3), 119–129 (2006).
[CrossRef]

Heinzmann, P.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Hjelme, D. R.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Inkret, R.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Jäger, H. A.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Joindot, M.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Katrinis, K.

Kuchar, A.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Leuthold, P.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Marchis, G. D.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Matera, F.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Mikac, B.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Monti, P.

Nolting, H.-P.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

O'Mahony, M.

Panagopoulos, A.

M. P. Anastasopoulos, A. Panagopoulos, and P. Cottis, “A distributed routing protocol for QoS provisioning in wireless mesh networks operating above 10 GHz,” Wirel. Commun. Mob. Comp. 8(10), 1233–1245 (2008).
[CrossRef]

Pickavet, M.

Politi, T.

Simeonidou, D.

Späth, J.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Stavdas, A.

Tillerot, F.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Tzanakaki, A.

Van Daele, P.

Wauters, N.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Weber, W.-D.

X. Fan, W.-D. Weber, and L. A. Barroso, “Power provisioning for a warehouse-sized computer,” SIGARCH Comput. Archit. News 35(2), 13–23 (2007).
[CrossRef]

Weinert, C.

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

Wosinska, L.

BT Technol. J. (1)

M. Handley, “Why the Internet only just works,” BT Technol. J. 24(3), 119–129 (2006).
[CrossRef]

J. Opt. Commun. Netw. (1)

Photonic Netw. Commun. (1)

P. Batchelor, B. Daino, P. Heinzmann, D. R. Hjelme, R. Inkret, H. A. Jäger, M. Joindot, A. Kuchar, E. L. Coquil, P. Leuthold, G. D. Marchis, F. Matera, B. Mikac, H.-P. Nolting, J. Späth, F. Tillerot, B. V. Caenegem, N. Wauters, and C. Weinert, “Study on the implementation of optical transparent transport networks in the European environment-results of the research project COST 239,” Photonic Netw. Commun. 2(1), 15–32 (2000).
[CrossRef]

SIGARCH Comput. Archit. News (1)

X. Fan, W.-D. Weber, and L. A. Barroso, “Power provisioning for a warehouse-sized computer,” SIGARCH Comput. Archit. News 35(2), 13–23 (2007).
[CrossRef]

Wirel. Commun. Mob. Comp. (1)

M. P. Anastasopoulos, A. Panagopoulos, and P. Cottis, “A distributed routing protocol for QoS provisioning in wireless mesh networks operating above 10 GHz,” Wirel. Commun. Mob. Comp. 8(10), 1233–1245 (2008).
[CrossRef]

Other (5)

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. Lopez, J. F. 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 INFOCOM2011, Workshop Green Commun. and Netw., 343–348.

M. Pickavet, W. Vereecken, S. Demeyer, P. Audenaert, B. Vermeulen, C. Develder, D. Colle, B. Dhoedt, and P. Demeester, “Worldwide energy needs for ICT: The rise of power-aware networking,” in 2nd International Symposium on Advanced Networks and Telecommunication Systems (ANTS '08) (IEEE, 2008), pp. 1–3.

E. Kubilinskas, P. Nilsson, and M. Pioro, “Design Models for robust multi-layer next generation internet core networks carrying elastic traffic,” in Proceedings of DRCN 2003, 61–68 (2003).

B. Quetier, V. Neri, and F. Cappello, “Selecting a virtualization system for grid/P2P large scale emulation,” in Proc. EXPGRID’06 (2006).

Standard Performance Evaluation Corporation (SPEC) ( www.spec.org ).

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Figures (3)

Fig. 1
Fig. 1

Multiple VI architecture over a converged optical network and IT servers.

Fig. 2
Fig. 2

(a) Comparison of the Energy Aware with Closest IT scheme (3 VIs) (b) Impact of VIs on power consumption.

Fig. 3
Fig. 3

Utilization of optical network and IT Resources.

Tables (1)

Tables Icon

Table 1 Virtual to Physical Mapping

Equations (8)

Equations on this page are rendered with MathJax. Learn more.

s a d i s =1, d i = 1 i , 2 i ,, D i ,i=1,2,...,I,
s p d i s a d i s x p d i S = h d i , d i =1,2,..., D i ,i=1,2,...,I
s d i p d i S δ e i d i s x p d i S y e i , e i = 1 i , 2 i ,..., E i ,i=1,2,...I
q i z e i q i = y e i , e i = 1 i , 2 i ,..., E i ,i=1,2,...I
i e i q i γ g e i q i z e i q i u g ,g=1,2,,G,
( 1+ c 0 i d i a d i s ) i d i p a d i s c d i s ( x p d i S ) p s ,s=1,2,,S
E s ( u s )= P s Idle + P s busy u s
Minimize F= g k g u g + s E s ( u s )

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