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Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons

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
We report on ultrafast artificial laser neurons and on their potentials for future neuromorphic (brainlike) photonic information processing systems. We introduce our recent and ongoing activities demonstrating controllable excitation of spiking signals in optical neurons based upon vertical-cavity surface emitting lasers (VCSEL-Neurons). These spiking regimes are analogous to those exhibited by biological neurons, but at sub-nanosecond speeds (>7 orders of magnitude faster). We also describe diverse approaches, based on optical or electronic excitation techniques, for the activation/inhibition of sub-ns spiking signals in VCSEL-Neurons. We report our work demonstrating the communication of spiking patterns between VCSEL-Neurons toward future implementations of optical neuromorphic networks. Furthermore, new findings show that VCSEL-Neurons can perform multiple neuro-inspired spike processing tasks. We experimentally demonstrate photonic spiking memory modules using single and mutually coupled VCSEL-Neurons. Additionally, the ultrafast emulation of neuronal circuits in the retina using VCSEL-Neuron systems is demonstrated experimentally for the first time to our knowledge. Our results are obtained with off-the-shelf VCSELs operating at the telecom wavelengths of 1310 and 1550 nm. This makes our approach fully compatible with current optical network and data center technologies, hence offering great potentials for future ultrafast neuromorphic laser-neuron networks for new paradigms in brain-inspired computing and artificial intelligence.
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IEEE Journal of Selected Topics in Quantum Electronics
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Neuromorphic Computing and Engineering
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ГОСТ |
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Robertson J. K. et al. Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons // IEEE Journal of Selected Topics in Quantum Electronics. 2020. Vol. 26. No. 1. pp. 1-15.
ГОСТ со всеми авторами (до 50) Скопировать
Robertson J. K., Wade E., Kopp Y., Bueno J., Hurtado A. Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons // IEEE Journal of Selected Topics in Quantum Electronics. 2020. Vol. 26. No. 1. pp. 1-15.
RIS |
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TY - JOUR
DO - 10.1109/jstqe.2019.2931215
UR - https://doi.org/10.1109/jstqe.2019.2931215
TI - Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons
T2 - IEEE Journal of Selected Topics in Quantum Electronics
AU - Robertson, Joshua K.
AU - Wade, Ewan
AU - Kopp, Yasmin
AU - Bueno, Julian
AU - Hurtado, Antonio
PY - 2020
DA - 2020/01/01
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 1-15
IS - 1
VL - 26
SN - 1077-260X
SN - 1558-4542
ER -
BibTex |
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BibTex (до 50 авторов) Скопировать
@article{2020_Robertson,
author = {Joshua K. Robertson and Ewan Wade and Yasmin Kopp and Julian Bueno and Antonio Hurtado},
title = {Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons},
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.2019.2931215},
number = {1},
pages = {1--15},
doi = {10.1109/jstqe.2019.2931215}
}
MLA
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Robertson, Joshua K., et al. “Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons.” IEEE Journal of Selected Topics in Quantum Electronics, vol. 26, no. 1, Jan. 2020, pp. 1-15. https://doi.org/10.1109/jstqe.2019.2931215.