Open Access
Temporal Information Processing With an Integrated Laser Neuron
Hsuan-Tung Peng
1
,
Gerasimos Angelatos
1
,
Thomas Ferreira de Lima
1
,
Mitchell A. Nahmias
1
,
Alexander N. Tait
2
,
Siamak Abbaslou
1
,
Paul R. Prucnal
1
Publication type: Journal Article
Publication date: 2020-01-01
scimago Q1
wos Q1
SJR: 1.012
CiteScore: 9.9
Impact factor: 5.1
ISSN: 1077260X, 15584542
Atomic and Molecular Physics, and Optics
Electrical and Electronic Engineering
Abstract
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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Metrics
53
Total citations:
53
Citations from 2024:
23
(43.4%)
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MLA
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GOST
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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.
GOST all authors (up to 50)
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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.
Cite this
RIS
Copy
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 -
Cite this
BibTex (up to 50 authors)
Copy
@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}
}
Cite this
MLA
Copy
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.
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