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Temporal Information Processing With an Integrated Laser Neuron

Тип публикацииJournal Article
Дата публикации2020-01-01
scimago Q1
wos Q1
БС1
SJR1.012
CiteScore9.9
Impact factor5.1
ISSN1077260X, 15584542
Atomic and Molecular Physics, and Optics
Electrical and Electronic Engineering
Краткое описание
Spiking neural networks enable efficient information processing in real-time. Excitable lasers can exhibit ultrafast spiking dynamics, and when preceded by a photodetector in an O/E/O link, can process optical spikes at different wavelengths and thus be interconnected in large neural networks. Here, we experimentally demonstrate and numerically simulate the spiking dynamics of a laser neuron fabricated in a photonic integrated circuit. Our spiking laser neuron is shown to perform coincidence detection with nanosecond time resolution, and we observe refractory periods in the order of 0.1 ns. We propose a method to implement XOR classification using our laser neurons, and simulations of the resultant dynamics indicate robust tolerance to timing jitter.
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ГОСТ |
Цитировать
Peng H. et al. Temporal Information Processing With an Integrated Laser Neuron // IEEE Journal of Selected Topics in Quantum Electronics. 2020. Vol. 26. No. 1. pp. 1-9.
ГОСТ со всеми авторами (до 50) Скопировать
Peng H., Angelatos G., Ferreira de Lima T., Nahmias M. A., Tait A. N., Abbaslou S., Shastri B. J., Prucnal P. R. Temporal Information Processing With an Integrated Laser Neuron // IEEE Journal of Selected Topics in Quantum Electronics. 2020. Vol. 26. No. 1. pp. 1-9.
RIS |
Цитировать
TY - JOUR
DO - 10.1109/jstqe.2019.2927582
UR - https://doi.org/10.1109/jstqe.2019.2927582
TI - Temporal Information Processing With an Integrated Laser Neuron
T2 - IEEE Journal of Selected Topics in Quantum Electronics
AU - Peng, Hsuan-Tung
AU - Angelatos, Gerasimos
AU - Ferreira de Lima, Thomas
AU - Nahmias, Mitchell A.
AU - Tait, Alexander N.
AU - Abbaslou, Siamak
AU - Shastri, Bhavin J.
AU - Prucnal, Paul R.
PY - 2020
DA - 2020/01/01
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 1-9
IS - 1
VL - 26
SN - 1077-260X
SN - 1558-4542
ER -
BibTex |
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BibTex (до 50 авторов) Скопировать
@article{2020_Peng,
author = {Hsuan-Tung Peng and Gerasimos Angelatos and Thomas Ferreira de Lima and Mitchell A. Nahmias and Alexander N. Tait and Siamak Abbaslou and Bhavin J. Shastri and Paul R. Prucnal},
title = {Temporal Information Processing With an Integrated Laser Neuron},
journal = {IEEE Journal of Selected Topics in Quantum Electronics},
year = {2020},
volume = {26},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {jan},
url = {https://doi.org/10.1109/jstqe.2019.2927582},
number = {1},
pages = {1--9},
doi = {10.1109/jstqe.2019.2927582}
}
MLA
Цитировать
Peng, Hsuan-Tung, et al. “Temporal Information Processing With an Integrated Laser Neuron.” IEEE Journal of Selected Topics in Quantum Electronics, vol. 26, no. 1, Jan. 2020, pp. 1-9. https://doi.org/10.1109/jstqe.2019.2927582.