volume 61 issue 19 pages 5823

Experimental implementation of spike-based neuromorphic XOR operation based on polarization-mode competition in a single VCSOA

Shihao Zhao 1
Shuiying Xiang 1
Ziwei Song 1
Yahui Zhang 1
Xingyu Cao 1
AIJUN WEN 1
Yue Hao 1
Publication typeJournal Article
Publication date2022-06-29
scimago Q2
wos Q3
SJR0.451
CiteScore3.7
Impact factor1.7
ISSN1559128X, 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.
GOST all authors (up to 50) Copy
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.
RIS |
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RIS Copy
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 -
BibTex |
Cite this
BibTex (up to 50 authors) Copy
@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}
}
MLA
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.