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Institute of Electrical and Electronics Engineers (IEEE)

IEEE Journal of Selected Topics in Quantum Electronics

, том 19 , издание 5 , страницы 1-12

A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing

Mitchell A Nahmias ¹

Bhavin J Shastri ¹

Alexander N Tait ¹

Paul R. Prucnal ¹

Скрыть аффилиации авторов Показать аффилиации авторов: 1 аффилиация

Lightwave Communications Laboratory, Department of Electrical Engineering, Princeton University, Princeton, NJ, USA |

Тип публикации: Journal Article

Дата публикации: 2013-09-01

Institute of Electrical and Electronics Engineers (IEEE)

IEEE Journal of Selected Topics in Quantum Electronics

scimago Q1

wos Q1

БС1

SJR: 1.012

CiteScore: 9.9

Impact factor: 5.1

ISSN: 1077260X, 15584542

DOI: 10.1109/jstqe.2013.2257700

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Atomic and Molecular Physics, and Optics

Electrical and Electronic Engineering

Краткое описание

We propose an original design for a neuron-inspired photonic computational primitive for a large-scale, ultrafast cognitive computing platform. The laser exhibits excitability and behaves analogously to a leaky integrate-and-fire (LIF) neuron. This model is both fast and scalable, operating up to a billion times faster than a biological equivalent and is realizable in a compact, vertical-cavity surface-emitting laser (VCSEL). We show that-under a certain set of conditions-the rate equations governing a laser with an embedded saturable absorber reduces to the behavior of LIF neurons. We simulate the laser using realistic rate equations governing a VCSEL cavity, and show behavior representative of cortical spiking algorithms simulated in small circuits of excitable lasers. Pairing this technology with ultrafast, neural learning algorithms would open up a new domain of processing.

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Соловьев Игорь

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129 публикаций, 1 814 цитирований

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Московский государственный университет имени М.В. Ломоносова

Всероссийский научно-исследовательский институт автоматики имени Н. Л. Духова

Области научных интересов

Информационные системы

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Всероссийский научно-исследовательский институт автоматики имени Н. Л. Духова

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Nahmias M. A. et al. A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing // IEEE Journal of Selected Topics in Quantum Electronics. 2013. Vol. 19. No. 5. pp. 1-12.

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Nahmias M. A., Shastri B. J., Tait A. N., Prucnal P. R. A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing // IEEE Journal of Selected Topics in Quantum Electronics. 2013. Vol. 19. No. 5. pp. 1-12.

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TY - JOUR

DO - 10.1109/jstqe.2013.2257700

UR - https://doi.org/10.1109/jstqe.2013.2257700

TI - A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing

T2 - IEEE Journal of Selected Topics in Quantum Electronics

AU - Nahmias, Mitchell A

AU - Shastri, Bhavin J

AU - Tait, Alexander N

AU - Prucnal, Paul R.

PY - 2013

DA - 2013/09/01

PB - Institute of Electrical and Electronics Engineers (IEEE)

SP - 1-12

IS - 5

VL - 19

SN - 1077-260X

SN - 1558-4542

ER -

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@article{2013_Nahmias,

author = {Mitchell A Nahmias and Bhavin J Shastri and Alexander N Tait and Paul R. Prucnal},

title = {A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing},

journal = {IEEE Journal of Selected Topics in Quantum Electronics},

year = {2013},

volume = {19},

publisher = {Institute of Electrical and Electronics Engineers (IEEE)},

month = {sep},

url = {https://doi.org/10.1109/jstqe.2013.2257700},

number = {5},

pages = {1--12},

doi = {10.1109/jstqe.2013.2257700}

}

MLA

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Nahmias, Mitchell A., et al. “A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing.” IEEE Journal of Selected Topics in Quantum Electronics, vol. 19, no. 5, Sep. 2013, pp. 1-12. https://doi.org/10.1109/jstqe.2013.2257700.

Издатель

Institute of Electrical and Electronics Engineers (IEEE)

Журнал

IEEE Journal of Selected Topics in Quantum Electronics

scimago Q1

wos Q1

БС1

SJR

1.012

CiteScore

9.9

Impact factor

5.1

ISSN

1077260X (Print)

15584542 (Electronic)