Open Access
Optics Express, volume 30, issue 12, pages 21599
Frequency-switched photonic spiking neurons
1
ShangHai Jiao Tong University
Publication type: Journal Article
Publication date: 2022-06-01
Atomic and Molecular Physics, and Optics
Abstract
We propose an approach to generate neuron-like spikes of vertical-cavity surface-emitting laser (VCSEL) by multi-frequency switching. A stable temporal spiking sequence has been realized both by numerical simulations and experiments with a pulse width of sub-nanosecond, which is 8 orders of magnitude faster than ones from biological neurons. Moreover, a controllable spiking coding scheme using multi-frequency switching is designed and a sequence with 20 symbols is generated at the speed of up to 1 Gbps by experiment. Furthermore, we investigate the factors related to time delay of spiking generation, including injection strength and frequency detuning. With proper manipulation of detuning frequency, the spiking generation delay can be controlled upto 60 ns, which is 6 times longer than the delay controlled by intensity. The multi-frequency switching provides another manipulation dimension for spiking generation and will be helpful to exploit the abundant spatial-temporal features of spiking neural network. We believe the proposed VCSEL-neuron, as a single physical device for generating spiking signals with variable time delay, will pave the way for future photonic spiking neural networks.
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TY - JOUR
DO - 10.1364/oe.456583
UR - https://doi.org/10.1364/oe.456583
TI - Frequency-switched photonic spiking neurons
T2 - Optics Express
AU - Lu, Yao
AU - Zhang, Wenjia
AU - Fu, Bangqi
AU - He, Zuyuan
PY - 2022
DA - 2022/06/01
PB - Optica Publishing Group
SP - 21599
IS - 12
VL - 30
SN - 1094-4087
ER -
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@article{2022_Lu,
author = {Yao Lu and Wenjia Zhang and Bangqi Fu and Zuyuan He},
title = {Frequency-switched photonic spiking neurons},
journal = {Optics Express},
year = {2022},
volume = {30},
publisher = {Optica Publishing Group},
month = {jun},
url = {https://doi.org/10.1364/oe.456583},
number = {12},
pages = {21599},
doi = {10.1364/oe.456583}
}
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Lu, Yao, et al. “Frequency-switched photonic spiking neurons.” Optics Express, vol. 30, no. 12, Jun. 2022, p. 21599. https://doi.org/10.1364/oe.456583.