Open Access
IEEE Journal of Selected Topics in Quantum Electronics, volume 26, issue 1, pages 1-15
Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons
Publication type: Journal Article
Publication date: 2020-01-01
Q1
Q2
SJR: 1.283
CiteScore: 10.6
Impact factor: 4.3
ISSN: 1077260X, 15584542
Atomic and Molecular Physics, and Optics
Electrical and Electronic Engineering
Abstract
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.
Top-30
Journals
1
2
3
4
5
6
7
|
|
Photonics Research
7 publications, 9.21%
|
|
Science China Information Sciences
6 publications, 7.89%
|
|
IEEE Journal of Selected Topics in Quantum Electronics
5 publications, 6.58%
|
|
Optics Express
4 publications, 5.26%
|
|
Photonics
3 publications, 3.95%
|
|
Journal of Lightwave Technology
3 publications, 3.95%
|
|
Neuromorphic Computing and Engineering
3 publications, 3.95%
|
|
Chaos
2 publications, 2.63%
|
|
APL Photonics
2 publications, 2.63%
|
|
Journal of Applied Physics
2 publications, 2.63%
|
|
Optica
2 publications, 2.63%
|
|
Electronics (Switzerland)
2 publications, 2.63%
|
|
Applied Physics Letters
1 publication, 1.32%
|
|
ACM Journal on Emerging Technologies in Computing Systems
1 publication, 1.32%
|
|
Physical Review E
1 publication, 1.32%
|
|
Advanced Photonics
1 publication, 1.32%
|
|
Applied Sciences (Switzerland)
1 publication, 1.32%
|
|
Frontiers in Network Physiology
1 publication, 1.32%
|
|
Scientific Reports
1 publication, 1.32%
|
|
Journal of Physics Photonics
1 publication, 1.32%
|
|
Journal of Semiconductors
1 publication, 1.32%
|
|
Optics Letters
1 publication, 1.32%
|
|
IEEE Transactions on Neural Networks and Learning Systems
1 publication, 1.32%
|
|
Nanophotonics
1 publication, 1.32%
|
|
Applied Optics
1 publication, 1.32%
|
|
Optical Materials Express
1 publication, 1.32%
|
|
Advanced Photonics Research
1 publication, 1.32%
|
|
IEEE Journal of Quantum Electronics
1 publication, 1.32%
|
|
Springer Theses
1 publication, 1.32%
|
|
1
2
3
4
5
6
7
|
Publishers
2
4
6
8
10
12
14
16
|
|
Optica Publishing Group
16 publications, 21.05%
|
|
Institute of Electrical and Electronics Engineers (IEEE)
15 publications, 19.74%
|
|
AIP Publishing
7 publications, 9.21%
|
|
IOP Publishing
7 publications, 9.21%
|
|
MDPI
6 publications, 7.89%
|
|
Science in China Press
6 publications, 7.89%
|
|
Springer Nature
3 publications, 3.95%
|
|
Wiley
3 publications, 3.95%
|
|
Elsevier
2 publications, 2.63%
|
|
Association for Computing Machinery (ACM)
1 publication, 1.32%
|
|
American Physical Society (APS)
1 publication, 1.32%
|
|
SPIE-Intl Soc Optical Eng
1 publication, 1.32%
|
|
Frontiers Media S.A.
1 publication, 1.32%
|
|
Walter de Gruyter
1 publication, 1.32%
|
|
Treatise
1 publication, 1.32%
|
|
2
4
6
8
10
12
14
16
|
- We do not take into account publications without a DOI.
- Statistics recalculated only for publications connected to researchers, organizations and labs registered on the platform.
- Statistics recalculated weekly.
Are you a researcher?
Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
Cite this
GOST |
RIS |
BibTex |
MLA
Cite this
GOST
Copy
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.
GOST all authors (up to 50)
Copy
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.
Cite this
RIS
Copy
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 -
Cite this
BibTex (up to 50 authors)
Copy
@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}
}
Cite this
MLA
Copy
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.