Abstract

This paper focuses on energy efficient service provisioning in integrated IT and optical network infrastructures. A novel evolutionary distributed approach is proposed and compared with ILP based centralized approaches and modeling results quantify similar performance.

© 2011 OSA

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References

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  1. 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 IEEE ANTS2008 (2008), 1–3.
  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 Networking(2011),343–348.
  3. M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
    [CrossRef]
  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. A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
    [CrossRef]
  6. M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
    [CrossRef]
  7. A. Pantoja and N. Quijano, “A Population Dynamics Approach for the Dispatch of Distributed Generators,” IEEE Trans. Ind. Electron. 58(10), 4559–4567 (2011).
    [CrossRef]

2011 (3)

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]

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

A. Pantoja and N. Quijano, “A Population Dynamics Approach for the Dispatch of Distributed Generators,” IEEE Trans. Ind. Electron. 58(10), 4559–4567 (2011).
[CrossRef]

2010 (1)

M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
[CrossRef]

2008 (1)

M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
[CrossRef]

Aleksic, S.

Anastasopoulos, M.

M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
[CrossRef]

M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
[CrossRef]

Arapoglou, P.

M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
[CrossRef]

Cavdar, C.

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

Cottis, P.

M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
[CrossRef]

Jirattigalachote, A.

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

Kannan, R.

M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
[CrossRef]

M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
[CrossRef]

Katrinis, K.

Monti, P.

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

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]

O'Mahony, M.

Pantoja, A.

A. Pantoja and N. Quijano, “A Population Dynamics Approach for the Dispatch of Distributed Generators,” IEEE Trans. Ind. Electron. 58(10), 4559–4567 (2011).
[CrossRef]

Petraki, D.

M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
[CrossRef]

Pickavet, M.

Politi, T.

Quijano, N.

A. Pantoja and N. Quijano, “A Population Dynamics Approach for the Dispatch of Distributed Generators,” IEEE Trans. Ind. Electron. 58(10), 4559–4567 (2011).
[CrossRef]

Simeonidou, D.

Stavdas, A.

Tzanakaki, A.

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]

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

Van Daele, P.

Vasilakos, A.

M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
[CrossRef]

Wosinska, L.

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

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]

IEEE J. Sel. Areas Comm. (1)

M. Anastasopoulos, P. Arapoglou, R. Kannan, and P. Cottis, “Adaptive Routing Strategies in IEEE 802.16 Multi-Hop Wireless Backhaul Networks Based On Evolutionary Game Theory,” IEEE J. Sel. Areas Comm. 26(7), 1218–1225 (2008).
[CrossRef]

IEEE Trans. Ind. Electron. (1)

A. Pantoja and N. Quijano, “A Population Dynamics Approach for the Dispatch of Distributed Generators,” IEEE Trans. Ind. Electron. 58(10), 4559–4567 (2011).
[CrossRef]

IEEE Trans. Syst. Man Cybern. B Cybern. (1)

M. Anastasopoulos, D. Petraki, R. Kannan, and A. Vasilakos, “TCP Throughput Adaptation in WiMax Networks Using Replicator Dynamics,” IEEE Trans. Syst. Man Cybern. B Cybern. 40(3), 647–655 (2010).
[CrossRef]

J. Opt. Commun. Netw. (1)

Opt. Switching Networking (1)

A. Jirattigalachote, C. Cavdar, P. Monti, L. Wosinska, and A. Tzanakaki, “Dynamic provisioning strategies for energy efficient WDM networks with dedicated path protection,” Opt. Switching Networking 8(3), 201–213 (2011).
[CrossRef]

Other (2)

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 IEEE ANTS2008 (2008), 1–3.

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 Networking(2011),343–348.

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Figures (3)

Fig. 1
Fig. 1

NSFNET topology with integrated IT elements.

Fig. 2
Fig. 2

Total power consumption for two traffic scenarios.

Fig. 3
Fig. 3

a) Evolution of population share in the IT server 1 from all sources b) Evolution of population share from S3 to the three IT servers.

Equations (11)

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

E i ( N ) ( w )= E i Amp + E i TR,SW w
E s ( IT ) ( w )= P s Idle + P s busy w
min s E s ( IT ) + E ( N )
s c a ds w dp = h d ,d=1,2,...,D
d s p δ dps w dp y ,=1,2,...,L
d p a ds c ds ( w dp ) ω s ,s=1,2,...,S
x ˙ dp =[ u d ( p d ,x ) d x dp u d ( p d ,x ) ] x dp ,p=1,2,..., P d ,d=1,2,...,D
p x dp =1and x dp 0,d=1,2,...,D
x ˙ i p i =[ p j u i ( p i , p j ) x j p j p i p j x i p i u i ( p i , p j ) x j p j ] x i p i ,i,jD, p i P i , p j P j ,
u 1 ( p 1 , p 2 )=( E 1 Amp + E 2 Amp +( E 4 Amp + P 1 Ιdle ) x 1 p 1 x 1 p 1 + x 2 p 2 + E 1 TR,SW + E 2 TR,SW + P 1 busy )
u d ( p d , x * )= d x dp * u d ( p d , x * ) .

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