Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics

Christophe Finot; Sonia Boscolo; Junsong Peng; Andrei Ermolaev; Pierre Colman; Anastasiia Sheveleva; John M. Dudley

Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics

Christophe Finot
, Sonia Boscolo
, Junsong Peng
, Andrei Ermolaev
, Pierre Colman
, Anastasiia Sheveleva
, John M. Dudley

Université de Bourgogne
Université Bourgogne Franche-Comté
Université de Bourgogne Franche-Comté
University of Southampton
Université de Bourgogne Franche-Comté
State Key Laboratory of Precision Spectroscopy, East China Normal University
Institut FEMTO-ST, UMR 6174 CNRS, Université de Franche-Comté
Université de Franche-Comté
Institut FEMTO-ST

Research output: Chapter in Book/Published conference output › Chapter (peer-reviewed) › peer-review

Abstract

The interplay between nonlinear and dispersive effects in guided-wave photonics generates spectro-temporal dynamics that are as rich as they are complex. To fully exploit these phenomena, machine learning techniques are now offering new perspectives [1]. In this talk, we will present several approaches we have implemented within the framework of ultrafast fiber photonics...

Original language	English
Title of host publication	Book of Abstracts of the International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices (ISFOPMD 2026)
Number of pages	1
Publication status	E-pub ahead of print - 18 Jun 2026
Event	International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices - IIEST Shibpur, Howrah, India Duration: 18 Jun 2026 → 20 Jun 2026 https://isfopmd2026.iiests.ac.in/

Conference

Conference	International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices
Abbreviated title	ISFOPMD
Country/Territory	India
City	Howrah
Period	18/06/26 → 20/06/26
Internet address	https://isfopmd2026.iiests.ac.in/

Cite this

Finot, C., Boscolo, S., Peng, J., Ermolaev, A., Colman, P., Sheveleva, A., & Dudley, J. M. (2026). Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics. In Book of Abstracts of the International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices (ISFOPMD 2026) Article T2A-Plenary Advance online publication.

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title = "Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics",

abstract = "The interplay between nonlinear and dispersive effects in guided-wave photonics generates spectro-temporal dynamics that are as rich as they are complex. To fully exploit these phenomena, machine learning techniques are now offering new perspectives [1]. In this talk, we will present several approaches we have implemented within the framework of ultrafast fiber photonics...",

author = "Christophe Finot and Sonia Boscolo and Junsong Peng and Andrei Ermolaev and Pierre Colman and Anastasiia Sheveleva and Dudley, \{John M.\}",

year = "2026",

month = jun,

day = "18",

language = "English",

booktitle = "Book of Abstracts of the International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices (ISFOPMD 2026)",

note = "International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices , ISFOPMD ; Conference date: 18-06-2026 Through 20-06-2026",

url = "https://isfopmd2026.iiests.ac.in/",

}

Finot, C, Boscolo, S, Peng, J, Ermolaev, A, Colman, P, Sheveleva, A & Dudley, JM 2026, Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics. in Book of Abstracts of the International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices (ISFOPMD 2026)., T2A-Plenary, International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices , Howrah, India, 18/06/26.

Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics. / Finot, Christophe; Boscolo, Sonia; Peng, Junsong et al.
Book of Abstracts of the International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices (ISFOPMD 2026). 2026. T2A-Plenary.

Research output: Chapter in Book/Published conference output › Chapter (peer-reviewed) › peer-review

TY - CHAP

T1 - Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics

AU - Finot, Christophe

AU - Boscolo, Sonia

AU - Peng, Junsong

AU - Ermolaev, Andrei

AU - Colman, Pierre

AU - Sheveleva, Anastasiia

AU - Dudley, John M.

PY - 2026/6/18

Y1 - 2026/6/18

N2 - The interplay between nonlinear and dispersive effects in guided-wave photonics generates spectro-temporal dynamics that are as rich as they are complex. To fully exploit these phenomena, machine learning techniques are now offering new perspectives [1]. In this talk, we will present several approaches we have implemented within the framework of ultrafast fiber photonics...

AB - The interplay between nonlinear and dispersive effects in guided-wave photonics generates spectro-temporal dynamics that are as rich as they are complex. To fully exploit these phenomena, machine learning techniques are now offering new perspectives [1]. In this talk, we will present several approaches we have implemented within the framework of ultrafast fiber photonics...

M3 - Chapter (peer-reviewed)

BT - Book of Abstracts of the International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices (ISFOPMD 2026)

T2 - International Symposium on Recent Trends in Fiber Optics, Photonics, Materials and Devices

Y2 - 18 June 2026 through 20 June 2026

ER -

Taming the light: Machine learning as a new lens for ultrafast nonlinear fiber photonics

Abstract

Conference

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