Online versus Offline Optimization Methods for Raman Amplifier Optimization

U. C. de Moura; T. Pinto; A. M. Rosa Brusin; A. Carena; A. Napoli; D. Zibar; F. Da Ros

doi:10.23919/OECC/PSC53152.2022.9850067

Online versus Offline Optimization Methods for Raman Amplifier Optimization

U. C. de Moura
, T. Pinto
, A. M. Rosa Brusin
, A. Carena
, A. Napoli
, D. Zibar
, F. Da Ros

Polytechnic University of Turin
Infinera

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

207 Downloads (Orbit)

Abstract

In this work, we evaluate machine learning (offline) and evolutionary strategy (online) techniques for the Raman pump power optimization. Experimental results show that, although reusable and accurate, online tools may be time-consuming for reconfigurable amplifiers.

Original language	English
Title of host publication	Proceedings of 27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing
Number of pages	4
Publisher	IEEE
Publication date	6 Jul 2022
Pages	1-4
Article number	9850067
ISBN (Print)	978-1-6654-8606-4
DOIs	https://doi.org/10.23919/OECC/PSC53152.2022.9850067
Publication status	Published - 6 Jul 2022
Event	27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC) - Toyama International Conference Center, Toyama, Japan Duration: 3 Jul 2022 → 6 Jul 2022 https://www.oeccpsc2022.org/about_oecc.html

Conference

Conference	27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC)
Location	Toyama International Conference Center
Country/Territory	Japan
City	Toyama
Period	03/07/2022 → 06/07/2022
Internet address	https://www.oeccpsc2022.org/about_oecc.html

Keywords

Stimulated emission
Shape
Optical switches
Pumps
Optimization methods
Machine learning
Artificial neural networks

Access to Document

10.23919/OECC/PSC53152.2022.9850067

FulltextAccepted author manuscript, 632 KB

OpenUrl availability

Check availability in DTU Findit

Cite this

Moura, U. C. D., Pinto, T., Brusin, A. M. R., Carena, A., Napoli, A., Zibar, D., & Ros, F. D. (2022). Online versus Offline Optimization Methods for Raman Amplifier Optimization. In Proceedings of 27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (pp. 1-4). Article 9850067 IEEE. https://doi.org/10.23919/OECC/PSC53152.2022.9850067

@inproceedings{aedefb381be94c418c561b49bb9c5922,

title = "Online versus Offline Optimization Methods for Raman Amplifier Optimization",

abstract = "In this work, we evaluate machine learning (offline) and evolutionary strategy (online) techniques for the Raman pump power optimization. Experimental results show that, although reusable and accurate, online tools may be time-consuming for reconfigurable amplifiers.",

keywords = "Stimulated emission, Shape, Optical switches, Pumps, Optimization methods, Machine learning, Artificial neural networks",

author = "Moura, \{U. C. de\} and T. Pinto and Brusin, \{A. M. Rosa\} and A. Carena and A. Napoli and D. Zibar and Ros, \{F. Da\}",

year = "2022",

month = jul,

day = "6",

doi = "10.23919/OECC/PSC53152.2022.9850067",

language = "English",

isbn = "978-1-6654-8606-4",

pages = "1--4",

booktitle = "Proceedings of 27th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing ",

publisher = "IEEE",

address = "United States",

note = "27<sup>th</sup> OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC), OECC/PSC 2022 ; Conference date: 03-07-2022 Through 06-07-2022",

url = "https://www.oeccpsc2022.org/about\_oecc.html",

}

Moura, UCD, Pinto, T, Brusin, AMR, Carena, A, Napoli, A, Zibar, D & Ros, FD 2022, Online versus Offline Optimization Methods for Raman Amplifier Optimization. in Proceedings of 27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing ., 9850067, IEEE, pp. 1-4, 27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC), Toyama, Japan, 03/07/2022. https://doi.org/10.23919/OECC/PSC53152.2022.9850067

Online versus Offline Optimization Methods for Raman Amplifier Optimization. / Moura, U. C. de; Pinto, T.; Brusin, A. M. Rosa et al.
Proceedings of 27^th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing . IEEE, 2022. p. 1-4 9850067.

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

TY - GEN

T1 - Online versus Offline Optimization Methods for Raman Amplifier Optimization

AU - Moura, U. C. de

AU - Pinto, T.

AU - Brusin, A. M. Rosa

AU - Carena, A.

AU - Napoli, A.

AU - Zibar, D.

AU - Ros, F. Da

PY - 2022/7/6

Y1 - 2022/7/6

N2 - In this work, we evaluate machine learning (offline) and evolutionary strategy (online) techniques for the Raman pump power optimization. Experimental results show that, although reusable and accurate, online tools may be time-consuming for reconfigurable amplifiers.

AB - In this work, we evaluate machine learning (offline) and evolutionary strategy (online) techniques for the Raman pump power optimization. Experimental results show that, although reusable and accurate, online tools may be time-consuming for reconfigurable amplifiers.

KW - Stimulated emission

KW - Shape

KW - Optical switches

KW - Pumps

KW - Optimization methods

KW - Machine learning

KW - Artificial neural networks

U2 - 10.23919/OECC/PSC53152.2022.9850067

DO - 10.23919/OECC/PSC53152.2022.9850067

M3 - Article in proceedings

SN - 978-1-6654-8606-4

SP - 1

EP - 4

BT - Proceedings of 27th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing

PB - IEEE

T2 - 27<sup>th</sup> OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC)

Y2 - 3 July 2022 through 6 July 2022

ER -

Online versus Offline Optimization Methods for Raman Amplifier Optimization

Abstract

Conference

Keywords

Access to Document

OpenUrl availability

Fingerprint

Cite this