Approaches to dynamic provisioning in multiband elastic optical networks

A. Beghelli; P. Morales; E. Viera; N. Jara; D. Borquez-Paredes; A. Leiva; G. Saavedra

Approaches to dynamic provisioning in multiband elastic optical networks

A. Beghelli, P. Morales, E. Viera, N. Jara, D. Borquez-Paredes, A. Leiva, G. Saavedra

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Abstract

Adopting multiband transmission in optical networks can cost-effectively increase network capacity without deploying new fibre. In this paper, we focus on the solutions explored by the research community to address the problem of resource allocation in dynamic multiband elastic optical networks. We start by summarising the main challenges and contributions of the design of ad-hoc heuristics. Next, we review the few recent approaches based on deep reinforcement learning and evaluate the efficacy of different techniques to improve their performance. We also discuss possible future directions for research in the area.

Original language	English
Title of host publication	Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023
Editors	Teresa Gomes, David Larrabeiti-Lopez, Carmen Mas-Machuca, Luca Valcarenghi, Luisa Jorge, Paulo Melo
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9783903176546
State	Published - 2023
Externally published	Yes
Event	2023 International Conference on Optical Network Design and Modeling, ONDM 2023 - Coimbra, Portugal Duration: 8 May 2023 → 11 May 2023

Publication series

Name	Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023

Conference

Conference	2023 International Conference on Optical Network Design and Modeling, ONDM 2023
Country/Territory	Portugal
City	Coimbra
Period	8/05/23 → 11/05/23

Keywords

Heuristics
Multiband optical networks
Reinforcement Learning
elastic optical networks

Cite this

Beghelli, A., Morales, P., Viera, E., Jara, N., Borquez-Paredes, D., Leiva, A., & Saavedra, G. (2023). Approaches to dynamic provisioning in multiband elastic optical networks. In T. Gomes, D. Larrabeiti-Lopez, C. Mas-Machuca, L. Valcarenghi, L. Jorge, & P. Melo (Eds.), Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023 (Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023). Institute of Electrical and Electronics Engineers Inc..

Beghelli, A. ; Morales, P. ; Viera, E. et al. / Approaches to dynamic provisioning in multiband elastic optical networks. Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023. editor / Teresa Gomes ; David Larrabeiti-Lopez ; Carmen Mas-Machuca ; Luca Valcarenghi ; Luisa Jorge ; Paulo Melo. Institute of Electrical and Electronics Engineers Inc., 2023. (Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023).

@inproceedings{be235c265f3d4ae2bad6d41fc7e01d7f,

title = "Approaches to dynamic provisioning in multiband elastic optical networks",

abstract = "Adopting multiband transmission in optical networks can cost-effectively increase network capacity without deploying new fibre. In this paper, we focus on the solutions explored by the research community to address the problem of resource allocation in dynamic multiband elastic optical networks. We start by summarising the main challenges and contributions of the design of ad-hoc heuristics. Next, we review the few recent approaches based on deep reinforcement learning and evaluate the efficacy of different techniques to improve their performance. We also discuss possible future directions for research in the area.",

keywords = "Heuristics, Multiband optical networks, Reinforcement Learning, elastic optical networks",

author = "A. Beghelli and P. Morales and E. Viera and N. Jara and D. Borquez-Paredes and A. Leiva and G. Saavedra",

note = "Publisher Copyright: {\textcopyright} 2023 IFIP.; 2023 International Conference on Optical Network Design and Modeling, ONDM 2023 ; Conference date: 08-05-2023 Through 11-05-2023",

year = "2023",

language = "English",

series = "Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

editor = "Teresa Gomes and David Larrabeiti-Lopez and Carmen Mas-Machuca and Luca Valcarenghi and Luisa Jorge and Paulo Melo",

booktitle = "Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023",

}

Beghelli, A, Morales, P, Viera, E, Jara, N, Borquez-Paredes, D, Leiva, A & Saavedra, G 2023, Approaches to dynamic provisioning in multiband elastic optical networks. in T Gomes, D Larrabeiti-Lopez, C Mas-Machuca, L Valcarenghi, L Jorge & P Melo (eds), Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023. Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023, Institute of Electrical and Electronics Engineers Inc., 2023 International Conference on Optical Network Design and Modeling, ONDM 2023, Coimbra, Portugal, 8/05/23.

Approaches to dynamic provisioning in multiband elastic optical networks. / Beghelli, A.; Morales, P.; Viera, E. et al.
Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023. ed. / Teresa Gomes; David Larrabeiti-Lopez; Carmen Mas-Machuca; Luca Valcarenghi; Luisa Jorge; Paulo Melo. Institute of Electrical and Electronics Engineers Inc., 2023. (Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Approaches to dynamic provisioning in multiband elastic optical networks

AU - Beghelli, A.

AU - Morales, P.

AU - Viera, E.

AU - Jara, N.

AU - Borquez-Paredes, D.

AU - Leiva, A.

AU - Saavedra, G.

PY - 2023

Y1 - 2023

N2 - Adopting multiband transmission in optical networks can cost-effectively increase network capacity without deploying new fibre. In this paper, we focus on the solutions explored by the research community to address the problem of resource allocation in dynamic multiband elastic optical networks. We start by summarising the main challenges and contributions of the design of ad-hoc heuristics. Next, we review the few recent approaches based on deep reinforcement learning and evaluate the efficacy of different techniques to improve their performance. We also discuss possible future directions for research in the area.

AB - Adopting multiband transmission in optical networks can cost-effectively increase network capacity without deploying new fibre. In this paper, we focus on the solutions explored by the research community to address the problem of resource allocation in dynamic multiband elastic optical networks. We start by summarising the main challenges and contributions of the design of ad-hoc heuristics. Next, we review the few recent approaches based on deep reinforcement learning and evaluate the efficacy of different techniques to improve their performance. We also discuss possible future directions for research in the area.

KW - Heuristics

KW - Multiband optical networks

KW - Reinforcement Learning

KW - elastic optical networks

UR - http://www.scopus.com/inward/record.url?scp=85163347289&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85163347289

T3 - Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023

BT - Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023

A2 - Gomes, Teresa

A2 - Larrabeiti-Lopez, David

A2 - Mas-Machuca, Carmen

A2 - Valcarenghi, Luca

A2 - Jorge, Luisa

A2 - Melo, Paulo

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2023 International Conference on Optical Network Design and Modeling, ONDM 2023

Y2 - 8 May 2023 through 11 May 2023

ER -

Beghelli A, Morales P, Viera E, Jara N, Borquez-Paredes D, Leiva A et al. Approaches to dynamic provisioning in multiband elastic optical networks. In Gomes T, Larrabeiti-Lopez D, Mas-Machuca C, Valcarenghi L, Jorge L, Melo P, editors, Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023. Institute of Electrical and Electronics Engineers Inc. 2023. (Proceedings of the 2023 International Conference on Optical Network Design and Modeling, ONDM 2023).

Approaches to dynamic provisioning in multiband elastic optical networks

Abstract

Publication series

Conference

Keywords

Fingerprint

Cite this