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

Bin Shi; Nicola Calabretta; Ripalta  Stabile

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: Contribution to conference › Paper › Academic

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
Publication status	Published - 2019
Event	45th European Conference on Optical Communication, ECOC 2019 - Dublin, Ireland Duration: 22 Sep 2019 → 26 Sep 2019 https://www.ecoc2019.org/

Conference

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

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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.",

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

year = "2019",

language = "English",

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/",

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T1 - First demonstration of a two-layer all-optical neural network by using photonic integrated chips and SOAs

AU - Shi, Bin

AU - Calabretta, Nicola

AU - Stabile, Ripalta

PY - 2019

Y1 - 2019

N2 - 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.

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.

M3 - Paper

T2 - 45th European Conference on Optical Communication, ECOC 2019

Y2 - 22 September 2019 through 26 September 2019

ER -