Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA
Publication type: Journal Article
Publication date: 2022-06-29
scimago Q2
wos Q3
SJR: 0.451
CiteScore: 3.7
Impact factor: 1.7
ISSN: 1559128X, 21553165, 00036935, 15394522
PubMed ID:
36255818
Atomic and Molecular Physics, and Optics
Electrical and Electronic Engineering
Engineering (miscellaneous)
Abstract
We experimentally and numerically propose an approach for
implementing spike-based neuromorphic exclusive OR (XOR) operation using a
single vertical-cavity semiconductor optical amplifier (VCSOA). XOR
operation is realized based on the neuron-like inhibitory dynamics of the
VCSOA subject to dual-polarized pulsed optical injections. The inhibitory
dynamics based on the polarization-mode competition effect are analyzed,
and the inhibitory response can be obtained in a suitable range of
wavelength detuning. Here, all input and output bits are represented by
spikes that are compatible with the photonic spiking neural network. The
experimental and numerical results show that XOR operation can be realized
in two polarization modes by adjusting the time offset in the inhibitory
window and setting defined reference thresholds. In addition, the
influences of delay time and input intensity ratio on XOR operation are
studied experimentally. This scheme is energy efficient because VCSOA
neuromorphic photonics computing and information processing.
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Zhao S. et al. Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA // Applied Optics. 2022. Vol. 61. No. 19. p. 5823.
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Zhao S., Xiang S., Song Z., Zhang Y., Cao X., WEN A., Hao Y. Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA // Applied Optics. 2022. Vol. 61. No. 19. p. 5823.
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RIS
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TY - JOUR
DO - 10.1364/ao.441907
UR - https://doi.org/10.1364/ao.441907
TI - Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA
T2 - Applied Optics
AU - Zhao, Shihao
AU - Xiang, Shuiying
AU - Song, Ziwei
AU - Zhang, Yahui
AU - Cao, Xingyu
AU - WEN, AIJUN
AU - Hao, Yue
PY - 2022
DA - 2022/06/29
PB - Optica Publishing Group
SP - 5823
IS - 19
VL - 61
PMID - 36255818
SN - 1559-128X
SN - 2155-3165
SN - 0003-6935
SN - 1539-4522
ER -
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BibTex (up to 50 authors)
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@article{2022_Zhao,
author = {Shihao Zhao and Shuiying Xiang and Ziwei Song and Yahui Zhang and Xingyu Cao and AIJUN WEN and Yue Hao},
title = {Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA},
journal = {Applied Optics},
year = {2022},
volume = {61},
publisher = {Optica Publishing Group},
month = {jun},
url = {https://doi.org/10.1364/ao.441907},
number = {19},
pages = {5823},
doi = {10.1364/ao.441907}
}
Cite this
MLA
Copy
Zhao, Shihao, et al. “Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA.” Applied Optics, vol. 61, no. 19, Jun. 2022, p. 5823. https://doi.org/10.1364/ao.441907.