Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection

Hsuan Tung Peng; Thomas Ferreira de Lima; Eric C. Blow; Simon Bilodeau; Aashu Jha; Chaoran Huang; Bhavin J. Shastri; Paul R. Prucnal

Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection

Hsuan Tung Peng, Thomas Ferreira de Lima, Eric C. Blow, Simon Bilodeau, Aashu Jha, Chaoran Huang, Bhavin J. Shastri, Paul R. Prucnal

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

We experimentally demonstrated real-time operation of a photonic neuron with a self-connection, a pre-requisite for integrated recurrent neural networks (RNNs). After studying two applications we propose a photonics-assisted platform for time series prediction and classification.

Original language	English (US)
Title of host publication	2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781957171050
State	Published - 2022
Event	2022 Conference on Lasers and Electro-Optics, CLEO 2022 - San Jose, United States Duration: May 15 2022 → May 20 2022

Publication series

Name	2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings

Conference

Conference	2022 Conference on Lasers and Electro-Optics, CLEO 2022
Country/Territory	United States
City	San Jose
Period	5/15/22 → 5/20/22

All Science Journal Classification (ASJC) codes

Instrumentation
Spectroscopy
Biomedical Engineering
Electrical and Electronic Engineering
Management, Monitoring, Policy and Law
Materials Science (miscellaneous)
Acoustics and Ultrasonics
Atomic and Molecular Physics, and Optics

Cite this

Peng, H. T., de Lima, T. F., Blow, E. C., Bilodeau, S., Jha, A., Huang, C., Shastri, B. J., & Prucnal, P. R. (2022). Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection. In 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings Article SS2B.2 (2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings). Institute of Electrical and Electronics Engineers Inc..

Peng, Hsuan Tung ; de Lima, Thomas Ferreira ; Blow, Eric C. et al. / Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection. 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings).

@inproceedings{4cc78420ed2e453cb46bda38a00da662,

title = "Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection",

abstract = "We experimentally demonstrated real-time operation of a photonic neuron with a self-connection, a pre-requisite for integrated recurrent neural networks (RNNs). After studying two applications we propose a photonics-assisted platform for time series prediction and classification.",

author = "Peng, {Hsuan Tung} and {de Lima}, {Thomas Ferreira} and Blow, {Eric C.} and Simon Bilodeau and Aashu Jha and Chaoran Huang and Shastri, {Bhavin J.} and Prucnal, {Paul R.}",

note = "Publisher Copyright: {\textcopyright} Optica Publishing Group 2022, {\textcopyright} 2022 The Author(s); 2022 Conference on Lasers and Electro-Optics, CLEO 2022 ; Conference date: 15-05-2022 Through 20-05-2022",

year = "2022",

language = "English (US)",

series = "2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings",

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

booktitle = "2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings",

address = "United States",

}

Peng, HT, de Lima, TF, Blow, EC, Bilodeau, S, Jha, A, Huang, C, Shastri, BJ & Prucnal, PR 2022, Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection. in 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings., SS2B.2, 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2022 Conference on Lasers and Electro-Optics, CLEO 2022, San Jose, United States, 5/15/22.

Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection. / Peng, Hsuan Tung; de Lima, Thomas Ferreira; Blow, Eric C. et al.
2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. SS2B.2 (2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection

AU - Peng, Hsuan Tung

AU - de Lima, Thomas Ferreira

AU - Blow, Eric C.

AU - Bilodeau, Simon

AU - Jha, Aashu

AU - Huang, Chaoran

AU - Shastri, Bhavin J.

AU - Prucnal, Paul R.

PY - 2022

Y1 - 2022

N2 - We experimentally demonstrated real-time operation of a photonic neuron with a self-connection, a pre-requisite for integrated recurrent neural networks (RNNs). After studying two applications we propose a photonics-assisted platform for time series prediction and classification.

AB - We experimentally demonstrated real-time operation of a photonic neuron with a self-connection, a pre-requisite for integrated recurrent neural networks (RNNs). After studying two applications we propose a photonics-assisted platform for time series prediction and classification.

UR - http://www.scopus.com/inward/record.url?scp=85139911501&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85139911501&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85139911501

T3 - 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings

BT - 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 Conference on Lasers and Electro-Optics, CLEO 2022

Y2 - 15 May 2022 through 20 May 2022

ER -

Peng HT, de Lima TF, Blow EC, Bilodeau S, Jha A, Huang C et al. Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection. In 2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2022. SS2B.2. (2022 Conference on Lasers and Electro-Optics, CLEO 2022 - Proceedings).

Time Series Prediction and Classification using Silicon Photonic Neuron with a Self-Connection

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All Science Journal Classification (ASJC) codes

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