volume 49 issue 8 pages 1965

All-optical neuromorphic XOR and XNOR operation utilizing a photonic spiking neuron based on a passive add-drop microring resonator

Qiang Zhang
Ning Jiang
Anran Li
Yiqun Zhang
Gang Hu
Yongsheng Cao
Kun Qiu
Publication typeJournal Article
Publication date2024-04-05
scimago Q1
wos Q2
SJR0.971
CiteScore6.5
Impact factor3.3
ISSN01469592, 15394794
PubMed ID:  38621052
Atomic and Molecular Physics, and Optics
Abstract

We propose a concise hardware architecture supporting efficient exclusive OR (XOR) and exclusive NOR (XNOR) operations, by employing a single photonic spiking neuron based on a passive add-drop microring resonator (ADMRR). The threshold mechanism and inhibitory dynamics of the ADMRR-based spiking neuron are numerically discussed on the basis of the coupled mode theory. It is shown that a precise XOR operation in the ADMRR-based spiking neuron can be implemented by adjusting temporal differences within the inhibitory window. Additionally, within the same framework, the XNOR function can also be carried out by accumulating the input power over time to trigger an excitatory behavior. This work presents a novel, to the best of our knowledge, and pragmatic technique for optical neuromorphic computing and information processing utilizing passive devices.

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Zhang Q. et al. All-optical neuromorphic XOR and XNOR operation utilizing a photonic spiking neuron based on a passive add-drop microring resonator // Optics Letters. 2024. Vol. 49. No. 8. p. 1965.
GOST all authors (up to 50) Copy
Zhang Q., Jiang N., Li A., Zhang Y., Hu G., Cao Y., Qiu K. All-optical neuromorphic XOR and XNOR operation utilizing a photonic spiking neuron based on a passive add-drop microring resonator // Optics Letters. 2024. Vol. 49. No. 8. p. 1965.
RIS |
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RIS Copy
TY - JOUR
DO - 10.1364/ol.518392
UR - https://opg.optica.org/abstract.cfm?URI=ol-49-8-1965
TI - All-optical neuromorphic XOR and XNOR operation utilizing a photonic spiking neuron based on a passive add-drop microring resonator
T2 - Optics Letters
AU - Zhang, Qiang
AU - Jiang, Ning
AU - Li, Anran
AU - Zhang, Yiqun
AU - Hu, Gang
AU - Cao, Yongsheng
AU - Qiu, Kun
PY - 2024
DA - 2024/04/05
PB - Optica Publishing Group
SP - 1965
IS - 8
VL - 49
PMID - 38621052
SN - 0146-9592
SN - 1539-4794
ER -
BibTex |
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BibTex (up to 50 authors) Copy
@article{2024_Zhang,
author = {Qiang Zhang and Ning Jiang and Anran Li and Yiqun Zhang and Gang Hu and Yongsheng Cao and Kun Qiu},
title = {All-optical neuromorphic XOR and XNOR operation utilizing a photonic spiking neuron based on a passive add-drop microring resonator},
journal = {Optics Letters},
year = {2024},
volume = {49},
publisher = {Optica Publishing Group},
month = {apr},
url = {https://opg.optica.org/abstract.cfm?URI=ol-49-8-1965},
number = {8},
pages = {1965},
doi = {10.1364/ol.518392}
}
MLA
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MLA Copy
Zhang, Qiang, et al. “All-optical neuromorphic XOR and XNOR operation utilizing a photonic spiking neuron based on a passive add-drop microring resonator.” Optics Letters, vol. 49, no. 8, Apr. 2024, p. 1965. https://opg.optica.org/abstract.cfm?URI=ol-49-8-1965.