DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks

Yiran Teng; Carlos Natalino; Farhad Arpanaei; Alfonso Sánchez-Macián; Paolo Monti; Shuangyi Yan; Dimitra Simeonidou

doi:10.48550/arXiv.2408.03221

DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks

Yiran Teng, Carlos Natalino, Farhad Arpanaei, Alfonso Sánchez-Macián, Paolo Monti, Shuangyi Yan, Dimitra Simeonidou

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

Abstract

We propose a DRL-assisted approach for service provisioning in multi-band elastic optical networks. Our simulation environment uses an accurate QoT estimator based on the GN/EGN model. Results show that the proposed approach reduces request blocking by 50% compared with heuristics from the literature.

Original language	English
Title of host publication	50th European Conference on Optical Communications (ECOC 2024)
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
DOIs	https://doi.org/10.48550/arXiv.2408.03221
Publication status	Accepted/In press - 4 Jul 2024
Event	50th European Conference on Optical Communications (ECOC 2024) - Congress Center Messe Frankfurt, Frankfurt, Germany Duration: 22 Sept 2024 → 26 Sept 2024 https://www.ecoc2024.org/

Publication series

Name	European Conference on Optical Communication
Publisher	IEEE
ISSN (Print)	2688-2531
ISSN (Electronic)	2688-254X

Conference

Conference	50th European Conference on Optical Communications (ECOC 2024)
Abbreviated title	ECOC 2024
Country/Territory	Germany
City	Frankfurt
Period	22/09/24 → 26/09/24
Internet address	https://www.ecoc2024.org/

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Teng, Y., Natalino, C., Arpanaei, F., Sánchez-Macián, A., Monti, P., Yan, S., & Simeonidou, D. (Accepted/In press). DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks. In 50th European Conference on Optical Communications (ECOC 2024) (European Conference on Optical Communication). Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.48550/arXiv.2408.03221

@inproceedings{2ca01f05f25349ea9cfd3574478b2d91,

title = "DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks",

abstract = "We propose a DRL-assisted approach for service provisioning in multi-band elastic optical networks. Our simulation environment uses an accurate QoT estimator based on the GN/EGN model. Results show that the proposed approach reduces request blocking by 50% compared with heuristics from the literature.",

author = "Yiran Teng and Carlos Natalino and Farhad Arpanaei and Alfonso S{\'a}nchez-Maci{\'a}n and Paolo Monti and Shuangyi Yan and Dimitra Simeonidou",

year = "2024",

month = jul,

day = "4",

doi = "10.48550/arXiv.2408.03221",

language = "English",

series = "European Conference on Optical Communication",

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

booktitle = "50th European Conference on Optical Communications (ECOC 2024)",

address = "United States",

note = "50th European Conference on Optical Communications (ECOC 2024), ECOC 2024 ; Conference date: 22-09-2024 Through 26-09-2024",

url = "https://www.ecoc2024.org/",

}

Teng, Y, Natalino, C, Arpanaei, F, Sánchez-Macián, A, Monti, P, Yan, S & Simeonidou, D 2024, DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks. in 50th European Conference on Optical Communications (ECOC 2024). European Conference on Optical Communication, Institute of Electrical and Electronics Engineers (IEEE), 50th European Conference on Optical Communications (ECOC 2024), Frankfurt, Germany, 22/09/24. https://doi.org/10.48550/arXiv.2408.03221

DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks. / Teng, Yiran; Natalino, Carlos; Arpanaei, Farhad et al.
50th European Conference on Optical Communications (ECOC 2024). Institute of Electrical and Electronics Engineers (IEEE), 2024. (European Conference on Optical Communication).

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

TY - GEN

T1 - DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks

AU - Teng, Yiran

AU - Natalino, Carlos

AU - Arpanaei, Farhad

AU - Sánchez-Macián, Alfonso

AU - Monti, Paolo

AU - Yan, Shuangyi

AU - Simeonidou, Dimitra

PY - 2024/7/4

Y1 - 2024/7/4

N2 - We propose a DRL-assisted approach for service provisioning in multi-band elastic optical networks. Our simulation environment uses an accurate QoT estimator based on the GN/EGN model. Results show that the proposed approach reduces request blocking by 50% compared with heuristics from the literature.

AB - We propose a DRL-assisted approach for service provisioning in multi-band elastic optical networks. Our simulation environment uses an accurate QoT estimator based on the GN/EGN model. Results show that the proposed approach reduces request blocking by 50% compared with heuristics from the literature.

UR - https://www.ecoc2024.org/

U2 - 10.48550/arXiv.2408.03221

DO - 10.48550/arXiv.2408.03221

M3 - Conference Contribution (Conference Proceeding)

T3 - European Conference on Optical Communication

BT - 50th European Conference on Optical Communications (ECOC 2024)

PB - Institute of Electrical and Electronics Engineers (IEEE)

T2 - 50th European Conference on Optical Communications (ECOC 2024)

Y2 - 22 September 2024 through 26 September 2024

ER -

Teng Y, Natalino C, Arpanaei F, Sánchez-Macián A, Monti P, Yan S et al. DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks. In 50th European Conference on Optical Communications (ECOC 2024). Institute of Electrical and Electronics Engineers (IEEE). 2024. (European Conference on Optical Communication). doi: 10.48550/arXiv.2408.03221

DRL-Assisted Dynamic Qot-Aware Service Provisioning in Multi-Band Elastic Optical Networks

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