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

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Publication Date: 5/15/2022

Event: CLEO 2022

Reference: SS2B.2: 1-2, 2022

Authors: Hsuan-Tung Peng, Princeton University, NEC Laboratories America, Inc.; Thomas Ferreira de Lima, NEC Laboratories America, Inc.; Eric C. Blow, Princeton University; Simon Bilodeau, Princeton University; Aashu Jha, Princeton University; Chaoran Huang, Princeton University, The Chinese University of Hong Kong; Bhavin J. Shastri, Princeton University, Queen’s University; Paul R. Prucnal, Princeton University

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.

Publication Link: https://ieeexplore.ieee.org/document/9891521