High-speed time series prediction and classification on an all-optical neural network

Aashu Jha; Chaoran Huang; Hsuan Tung Peng; Weipeng Zhang; Bhavin Shastri; Paul R. Prucnal

High-speed time series prediction and classification on an all-optical neural network

Aashu Jha
, Chaoran Huang
, Hsuan Tung Peng
, Weipeng Zhang
, Bhavin Shastri
, Paul R. Prucnal

Research output: Contribution to journal › Conference article › peer-review

Abstract

We experimentally demonstrate high-speed time series prediction and binary classification tasks using an all-optical integrated SiN-based nonlinear photonic node in a time-delay based reservoir architecture.

Original language	English (US)
Article number	Tu3G.3
Journal	Optics InfoBase Conference Papers
State	Published - 2022
Event	Optical Fiber Communication Conference, OFC 2022 - San Diego, United States Duration: Mar 6 2022 → Mar 10 2022

All Science Journal Classification (ASJC) codes

Electronic, Optical and Magnetic Materials
Mechanics of Materials

Cite this

@article{570b10a9e45e4587b5a7a953889bdfe1,

title = "High-speed time series prediction and classification on an all-optical neural network",

abstract = "We experimentally demonstrate high-speed time series prediction and binary classification tasks using an all-optical integrated SiN-based nonlinear photonic node in a time-delay based reservoir architecture.",

author = "Aashu Jha and Chaoran Huang and Peng, \{Hsuan Tung\} and Weipeng Zhang and Bhavin Shastri and Prucnal, \{Paul R.\}",

note = "Publisher Copyright: {\textcopyright} Optica Publishing Group 2022, {\textcopyright} 2022 The Author(s); Optical Fiber Communication Conference, OFC 2022 ; Conference date: 06-03-2022 Through 10-03-2022",

year = "2022",

language = "English (US)",

journal = "Optics InfoBase Conference Papers",

issn = "2162-2701",

}

TY - JOUR

T1 - High-speed time series prediction and classification on an all-optical neural network

AU - Jha, Aashu

AU - Huang, Chaoran

AU - Peng, Hsuan Tung

AU - Zhang, Weipeng

AU - Shastri, Bhavin

AU - Prucnal, Paul R.

PY - 2022

Y1 - 2022

N2 - We experimentally demonstrate high-speed time series prediction and binary classification tasks using an all-optical integrated SiN-based nonlinear photonic node in a time-delay based reservoir architecture.

AB - We experimentally demonstrate high-speed time series prediction and binary classification tasks using an all-optical integrated SiN-based nonlinear photonic node in a time-delay based reservoir architecture.

UR - https://www.scopus.com/pages/publications/85136971400

UR - https://www.scopus.com/pages/publications/85136971400#tab=citedBy

M3 - Conference article

AN - SCOPUS:85136971400

SN - 2162-2701

JO - Optics InfoBase Conference Papers

JF - Optics InfoBase Conference Papers

M1 - Tu3G.3

T2 - Optical Fiber Communication Conference, OFC 2022

Y2 - 6 March 2022 through 10 March 2022

ER -

High-speed time series prediction and classification on an all-optical neural network

Abstract

All Science Journal Classification (ASJC) codes

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