Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators

C. Mazoukh; L. Di Lauro; B. Fischer; A. Aadhi; I. Alamgir; A. Eshaghi; B. E. Little; S. T. Chu; D. J. Moss; R. Morandotti

doi:10.1364/CLEO_AT.2023.JTu2A.91

Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators

C. Mazoukh^*, L. Di Lauro^*, B. Fischer, A. Aadhi, I. Alamgir, A. Eshaghi, B. E. Little, S. T. Chu, D. J. Moss, R. Morandotti

^*Corresponding author for this work

Department of Physics

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Abstract

We illustrate a novel strategy to robustly generate soliton states in Hydex microring resonators pumped with a continuous-wave laser source, by employing genetic algorithms to optimize the parameters required for coherent state generation. © 2023 The Author(s). © Optica Publishing Group 2023.

Original language	English
Title of host publication	CLEO 2023
Publisher	Optica Publishing Group
ISBN (Print)	9781957171258
DOIs	https://doi.org/10.1364/CLEO_AT.2023.JTu2A.91
Publication status	Published - May 2023
Event	2023 Conference on Lasers and Electro-Optics (CLEO 2023) - San Jose, United States Duration: 7 May 2023 → 12 May 2023 http://CLEOConference.org

Publication series

Name	Conference on Lasers and Electro-Optics, CLEO

Conference

Conference	2023 Conference on Lasers and Electro-Optics (CLEO 2023)
Country/Territory	United States
City	San Jose
Period	7/05/23 → 12/05/23
Internet address	http://CLEOConference.org

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Full text of this publication does not contain sufficient affiliation information. With consent from the author(s) concerned, the Research Unit(s) information for this record is based on the existing academic department affiliation of the author(s).

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10.1364/CLEO_AT.2023.JTu2A.91

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Mazoukh, C., Di Lauro, L., Fischer, B., Aadhi, A., Alamgir, I., Eshaghi, A., Little, B. E., Chu, S. T., Moss, D. J., & Morandotti, R. (2023). Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators. In CLEO 2023 Article JTu2A.91 (Conference on Lasers and Electro-Optics, CLEO). Optica Publishing Group. https://doi.org/10.1364/CLEO_AT.2023.JTu2A.91

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title = "Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators",

abstract = "We illustrate a novel strategy to robustly generate soliton states in Hydex microring resonators pumped with a continuous-wave laser source, by employing genetic algorithms to optimize the parameters required for coherent state generation. {\textcopyright} 2023 The Author(s). {\textcopyright} Optica Publishing Group 2023.",

author = "C. Mazoukh and {Di Lauro}, L. and B. Fischer and A. Aadhi and I. Alamgir and A. Eshaghi and Little, {B. E.} and Chu, {S. T.} and Moss, {D. J.} and R. Morandotti",

note = "Full text of this publication does not contain sufficient affiliation information. With consent from the author(s) concerned, the Research Unit(s) information for this record is based on the existing academic department affiliation of the author(s).; 2023 Conference on Lasers and Electro-Optics (CLEO 2023) ; Conference date: 07-05-2023 Through 12-05-2023",

year = "2023",

month = may,

doi = "10.1364/CLEO_AT.2023.JTu2A.91",

language = "English",

isbn = "9781957171258",

series = "Conference on Lasers and Electro-Optics, CLEO",

publisher = "Optica Publishing Group",

booktitle = "CLEO 2023",

address = "United States",

url = "http://CLEOConference.org",

}

Mazoukh, C, Di Lauro, L, Fischer, B, Aadhi, A, Alamgir, I, Eshaghi, A, Little, BE, Chu, ST, Moss, DJ & Morandotti, R 2023, Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators. in CLEO 2023., JTu2A.91, Conference on Lasers and Electro-Optics, CLEO, Optica Publishing Group, 2023 Conference on Lasers and Electro-Optics (CLEO 2023), San Jose, California, United States, 7/05/23. https://doi.org/10.1364/CLEO_AT.2023.JTu2A.91

Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators. / Mazoukh, C.; Di Lauro, L.; Fischer, B. et al.
CLEO 2023. Optica Publishing Group, 2023. JTu2A.91 (Conference on Lasers and Electro-Optics, CLEO).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

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AU - Fischer, B.

AU - Aadhi, A.

AU - Alamgir, I.

AU - Eshaghi, A.

AU - Little, B. E.

AU - Chu, S. T.

AU - Moss, D. J.

AU - Morandotti, R.

N1 - Full text of this publication does not contain sufficient affiliation information. With consent from the author(s) concerned, the Research Unit(s) information for this record is based on the existing academic department affiliation of the author(s).

PY - 2023/5

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N2 - We illustrate a novel strategy to robustly generate soliton states in Hydex microring resonators pumped with a continuous-wave laser source, by employing genetic algorithms to optimize the parameters required for coherent state generation. © 2023 The Author(s). © Optica Publishing Group 2023.

AB - We illustrate a novel strategy to robustly generate soliton states in Hydex microring resonators pumped with a continuous-wave laser source, by employing genetic algorithms to optimize the parameters required for coherent state generation. © 2023 The Author(s). © Optica Publishing Group 2023.

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M3 - RGC 32 - Refereed conference paper (with host publication)

SN - 9781957171258

T3 - Conference on Lasers and Electro-Optics, CLEO

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PB - Optica Publishing Group

T2 - 2023 Conference on Lasers and Electro-Optics (CLEO 2023)

Y2 - 7 May 2023 through 12 May 2023

ER -

Machine-Learning Enabled Optimization for Robust Soliton Crystal Generation in Microring Resonators

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