Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks

Isaia Andrenacci; Petros Ramantanis; Ekhine Irurozki; Elie Awwad; Stephan Clemoncon; Fabien Boitier; Patricia Layec; Sebastien Bigo

doi:10.23919/OECC/PSC62146.2025.11109898

Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks

Isaia Andrenacci
, Petros Ramantanis
, Ekhine Irurozki
, Elie Awwad
, Stephan Clemoncon
, Fabien Boitier
, Patricia Layec
, Sebastien Bigo

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collection › Contribution à une conférence › Revue par des pairs

Résumé

We predict anomalous fiber macro-bending conditions by using an artificial neural network, trained with data from a laboratory experiment. We discuss the performance and robustness of two feature extraction methods for different monitoring equipment capabilities.

langue originale	Anglais
titre	OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025
Editeur	Institute of Electrical and Electronics Engineers Inc.
Edition	2025
ISBN (Electronique)	9784885523526
Les DOIs	https://doi.org/10.23919/OECC/PSC62146.2025.11109898
état	Publié - 1 janv. 2025
Evénement	30th OptoElectronics and Communications Conference and 2025 International Conference on Photonics in Switching and Computing, OECC/PSC 2025 - Sapporo, Japon Durée: 29 juin 2025 → 3 juil. 2025

Une conférence

Une conférence	30th OptoElectronics and Communications Conference and 2025 International Conference on Photonics in Switching and Computing, OECC/PSC 2025
Pays/Territoire	Japon
La ville	Sapporo
période	29/06/25 → 3/07/25

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10.23919/OECC/PSC62146.2025.11109898

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Andrenacci, I., Ramantanis, P., Irurozki, E., Awwad, E., Clemoncon, S., Boitier, F., Layec, P., & Bigo, S. (2025). Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks. Dans OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025 (2025 Ed.). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.23919/OECC/PSC62146.2025.11109898

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title = "Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks",

abstract = "We predict anomalous fiber macro-bending conditions by using an artificial neural network, trained with data from a laboratory experiment. We discuss the performance and robustness of two feature extraction methods for different monitoring equipment capabilities.",

keywords = "Optical core/metro network reliability and protection \& restoration, eavesdropping, macro-bending",

author = "Isaia Andrenacci and Petros Ramantanis and Ekhine Irurozki and Elie Awwad and Stephan Clemoncon and Fabien Boitier and Patricia Layec and Sebastien Bigo",

note = "Publisher Copyright: {\textcopyright} 2025 The Institute of Electronics, Information and Communication Engineers (IEICE).; 30th OptoElectronics and Communications Conference and 2025 International Conference on Photonics in Switching and Computing, OECC/PSC 2025 ; Conference date: 29-06-2025 Through 03-07-2025",

year = "2025",

month = jan,

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doi = "10.23919/OECC/PSC62146.2025.11109898",

language = "English",

booktitle = "OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025",

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

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Andrenacci, I, Ramantanis, P, Irurozki, E , Awwad, E, Clemoncon, S, Boitier, F, Layec, P & Bigo, S 2025, Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks. Dans OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025. 2025 edn, Institute of Electrical and Electronics Engineers Inc., 30th OptoElectronics and Communications Conference and 2025 International Conference on Photonics in Switching and Computing, OECC/PSC 2025, Sapporo, Japon, 29/06/25. https://doi.org/10.23919/OECC/PSC62146.2025.11109898

Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks. / Andrenacci, Isaia; Ramantanis, Petros; Irurozki, Ekhine et al.
OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025. 2025. Ed. Institute of Electrical and Electronics Engineers Inc., 2025.

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collection › Contribution à une conférence › Revue par des pairs

TY - GEN

T1 - Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks

AU - Andrenacci, Isaia

AU - Ramantanis, Petros

AU - Irurozki, Ekhine

AU - Awwad, Elie

AU - Clemoncon, Stephan

AU - Boitier, Fabien

AU - Layec, Patricia

AU - Bigo, Sebastien

PY - 2025/1/1

Y1 - 2025/1/1

N2 - We predict anomalous fiber macro-bending conditions by using an artificial neural network, trained with data from a laboratory experiment. We discuss the performance and robustness of two feature extraction methods for different monitoring equipment capabilities.

AB - We predict anomalous fiber macro-bending conditions by using an artificial neural network, trained with data from a laboratory experiment. We discuss the performance and robustness of two feature extraction methods for different monitoring equipment capabilities.

KW - Optical core/metro network reliability and protection & restoration

KW - eavesdropping

KW - macro-bending

UR - https://www.scopus.com/pages/publications/105015607179

U2 - 10.23919/OECC/PSC62146.2025.11109898

DO - 10.23919/OECC/PSC62146.2025.11109898

M3 - Conference contribution

AN - SCOPUS:105015607179

BT - OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 30th OptoElectronics and Communications Conference and 2025 International Conference on Photonics in Switching and Computing, OECC/PSC 2025

Y2 - 29 June 2025 through 3 July 2025

ER -

Andrenacci I, Ramantanis P, Irurozki E , Awwad E, Clemoncon S, Boitier F et al. Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks. Dans OECC/PSC 2025 - 30th OptoElectronics and Communications Conference/International Conference on Photonics in Switching and Computing 2025. 2025 Ed. Institute of Electrical and Electronics Engineers Inc. 2025 doi: 10.23919/OECC/PSC62146.2025.11109898

Detecting Anomalous Fiber Macro-Bending Conditions Using Neural Networks

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