Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities

Daniele Melati; Mohsen Kamandar Dezfouli; Yuri Grinberg; Muhammad Al-Digeil; Dan Xia Xu; Jens H. Schmid; Pavel Cheben; Abi Waqas; Paolo Manfredi; Jianhao Zhang; Laurent Vivien; Carlos Alonso-Ramos

doi:10.1109/ECOC52684.2021.9606084

Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities

Daniele Melati
, Mohsen Kamandar Dezfouli
, Yuri Grinberg
, Muhammad Al-Digeil
, Dan Xia Xu
, Jens H. Schmid
, Pavel Cheben
, Abi Waqas
, Paolo Manfredi
, Jianhao Zhang
, Laurent Vivien
, Carlos Alonso-Ramos

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

Abstract

Design of modern photonic devices requires to handle a large number of parameters and figures of merit. By scaling down the complexity of the problem, machine learning dimensionality reduction enables the discovery of better performing devices, higher integration scale, and efficient evaluation of fabrication tolerances.

Original language	English
Title of host publication	2021 European Conference on Optical Communication, ECOC 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665438681
DOIs	https://doi.org/10.1109/ECOC52684.2021.9606084
Publication status	Published - 2021
Externally published	Yes
Event	2021 European Conference on Optical Communication, ECOC 2021 - Bordeaux, France Duration: 13 Sep 2021 → 16 Sep 2021

Publication series

Name	2021 European Conference on Optical Communication, ECOC 2021

Conference

Conference	2021 European Conference on Optical Communication, ECOC 2021
Country/Territory	France
City	Bordeaux
Period	13/09/21 → 16/09/21

Access to Document

10.1109/ECOC52684.2021.9606084

Cite this

Melati, D., Dezfouli, M. K., Grinberg, Y., Al-Digeil, M., Xu, D. X., Schmid, J. H., Cheben, P., Waqas, A., Manfredi, P., Zhang, J., Vivien, L., & Alonso-Ramos, C. (2021). Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities. In 2021 European Conference on Optical Communication, ECOC 2021 (2021 European Conference on Optical Communication, ECOC 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ECOC52684.2021.9606084

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title = "Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities",

abstract = "Design of modern photonic devices requires to handle a large number of parameters and figures of merit. By scaling down the complexity of the problem, machine learning dimensionality reduction enables the discovery of better performing devices, higher integration scale, and efficient evaluation of fabrication tolerances.",

author = "Daniele Melati and Dezfouli, \{Mohsen Kamandar\} and Yuri Grinberg and Muhammad Al-Digeil and Xu, \{Dan Xia\} and Schmid, \{Jens H.\} and Pavel Cheben and Abi Waqas and Paolo Manfredi and Jianhao Zhang and Laurent Vivien and Carlos Alonso-Ramos",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 2021 European Conference on Optical Communication, ECOC 2021 ; Conference date: 13-09-2021 Through 16-09-2021",

year = "2021",

doi = "10.1109/ECOC52684.2021.9606084",

language = "English",

series = "2021 European Conference on Optical Communication, ECOC 2021",

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

booktitle = "2021 European Conference on Optical Communication, ECOC 2021",

address = "United States",

}

Melati, D, Dezfouli, MK, Grinberg, Y, Al-Digeil, M, Xu, DX, Schmid, JH, Cheben, P, Waqas, A, Manfredi, P, Zhang, J, Vivien, L & Alonso-Ramos, C 2021, Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities. in 2021 European Conference on Optical Communication, ECOC 2021. 2021 European Conference on Optical Communication, ECOC 2021, Institute of Electrical and Electronics Engineers Inc., 2021 European Conference on Optical Communication, ECOC 2021, Bordeaux, France, 13/09/21. https://doi.org/10.1109/ECOC52684.2021.9606084

Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities. / Melati, Daniele; Dezfouli, Mohsen Kamandar; Grinberg, Yuri et al.
2021 European Conference on Optical Communication, ECOC 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (2021 European Conference on Optical Communication, ECOC 2021).

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

TY - CHAP

T1 - Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities

AU - Melati, Daniele

AU - Dezfouli, Mohsen Kamandar

AU - Grinberg, Yuri

AU - Al-Digeil, Muhammad

AU - Xu, Dan Xia

AU - Schmid, Jens H.

AU - Cheben, Pavel

AU - Waqas, Abi

AU - Manfredi, Paolo

AU - Zhang, Jianhao

AU - Vivien, Laurent

AU - Alonso-Ramos, Carlos

PY - 2021

Y1 - 2021

N2 - Design of modern photonic devices requires to handle a large number of parameters and figures of merit. By scaling down the complexity of the problem, machine learning dimensionality reduction enables the discovery of better performing devices, higher integration scale, and efficient evaluation of fabrication tolerances.

AB - Design of modern photonic devices requires to handle a large number of parameters and figures of merit. By scaling down the complexity of the problem, machine learning dimensionality reduction enables the discovery of better performing devices, higher integration scale, and efficient evaluation of fabrication tolerances.

UR - https://www.scopus.com/pages/publications/85123197655

U2 - 10.1109/ECOC52684.2021.9606084

DO - 10.1109/ECOC52684.2021.9606084

M3 - Chapter

AN - SCOPUS:85123197655

T3 - 2021 European Conference on Optical Communication, ECOC 2021

BT - 2021 European Conference on Optical Communication, ECOC 2021

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2021 European Conference on Optical Communication, ECOC 2021

Y2 - 13 September 2021 through 16 September 2021

ER -

Melati D, Dezfouli MK, Grinberg Y, Al-Digeil M, Xu DX, Schmid JH et al. Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities. In 2021 European Conference on Optical Communication, ECOC 2021. Institute of Electrical and Electronics Engineers Inc. 2021. (2021 European Conference on Optical Communication, ECOC 2021). doi: 10.1109/ECOC52684.2021.9606084

Dimensionality reduction for the on-chip integration of advanced photonic devices and functionalities

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