First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs

Bin Shi; Nicola Calabretta; Ripalta  Stabile

doi:10.1049/cp.2019.1132

First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs

Bin Shi, Nicola Calabretta, Ripalta Stabile

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

1 Citation (Scopus)

Abstract

We demonstrate the first all-optical feed-forward neural networks constituted by two full photonic layers of neurons based on SOAs with Broadcast and Weighting protocol. The impact of optical nonlinear function is studied and signal processing with 10 Gbit/s binary sequences is presented which results in 0.21 error.

Original language	English
Title of host publication	45th European Conference on Optical Communication, ECOC 2019
Publisher	Institution of Engineering and Technology (IET)
Number of pages	4
ISBN (Print)	978-1-83953-185-9
DOIs	https://doi.org/10.1049/cp.2019.1132
Publication status	Published - 30 Jun 2020
Event	45th European Conference on Optical Communication (ECOC 2019) - Dublin, Ireland Duration: 22 Sep 2019 → 26 Sep 2019 Conference number: 45 https://www.ecoc2019.org/

Publication series

Name	IET Conference Publications
Number	CP765

Conference

Conference	45th European Conference on Optical Communication (ECOC 2019)
Abbreviated title	ECOC 2019
Country/Territory	Ireland
City	Dublin
Period	22/09/19 → 26/09/19
Internet address	https://www.ecoc2019.org/

Keywords

All-optical Neural Network
Photonic Integrated Circuit
Photonic Neural Network
Semiconductor Optical Amplifier

Access to Document

10.1049/cp.2019.1132

Cite this

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title = "First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs",

abstract = "We demonstrate the first all-optical feed-forward neural networks constituted by two full photonic layers of neurons based on SOAs with Broadcast and Weighting protocol. The impact of optical nonlinear function is studied and signal processing with 10 Gbit/s binary sequences is presented which results in 0.21 error.",

keywords = "All-optical Neural Network, Photonic Integrated Circuit, Photonic Neural Network, Semiconductor Optical Amplifier",

author = "Bin Shi and Nicola Calabretta and Ripalta Stabile",

year = "2020",

month = jun,

day = "30",

doi = "10.1049/cp.2019.1132",

language = "English",

isbn = "978-1-83953-185-9",

series = "IET Conference Publications",

publisher = "Institution of Engineering and Technology (IET)",

number = "CP765",

booktitle = "45th European Conference on Optical Communication, ECOC 2019",

address = "United Kingdom",

note = "45th European Conference on Optical Communication (ECOC 2019), ECOC 2019 ; Conference date: 22-09-2019 Through 26-09-2019",

url = "https://www.ecoc2019.org/",

}

Shi, B , Calabretta, N & Stabile, R 2020, First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs. in 45th European Conference on Optical Communication, ECOC 2019., 9125860, IET Conference Publications, no. CP765, Institution of Engineering and Technology (IET), 45th European Conference on Optical Communication (ECOC 2019), Dublin, Ireland, 22/09/19. https://doi.org/10.1049/cp.2019.1132

First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs. / Shi, Bin ; Calabretta, Nicola ; Stabile, Ripalta .

45th European Conference on Optical Communication, ECOC 2019. Institution of Engineering and Technology (IET), 2020. 9125860 (IET Conference Publications; No. CP765).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

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AB - We demonstrate the first all-optical feed-forward neural networks constituted by two full photonic layers of neurons based on SOAs with Broadcast and Weighting protocol. The impact of optical nonlinear function is studied and signal processing with 10 Gbit/s binary sequences is presented which results in 0.21 error.

KW - All-optical Neural Network

KW - Photonic Integrated Circuit

KW - Photonic Neural Network

KW - Semiconductor Optical Amplifier

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Y2 - 22 September 2019 through 26 September 2019

ER -

First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs

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Keywords

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