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An experimental demonstration of neuromorphic sensing of chemical species using electro-optical reservoir computing

Тип публикацииJournal Article
Дата публикации2024-11-13
scimago Q1
wos Q1
БС1
SJR0.874
CiteScore6.7
Impact factor3.9
ISSN20452322
Краткое описание

A chemical discrimination system based on photonic reservoir computing is demonstrated experimentally for the first time. The system is inspired by the way humans perceive and process visual sensory information. The electro-optical reservoir computing system is a photonic analogue of the human nervous system with the read-out layer acting as the ‘brain’, and the sensor that of the human eye. A task-specific optimisation of the system is implemented, and the performance of the system for the discrimination between three chemicals is presented. The results are compared to the previously published numerical simulation (Anufriev et al. in Opt Mater Express 12:1767–1783, 2022, 10.1364/OME.449036). This publication provides a feasibility assessment and a demonstration of a practical realisation of photonic reservoir computing for a new neuromorphic sensing system - the next generation sensor with a built-in ‘intelligence’ which can be trained to ‘understand’ and to make a real time sensing decision based on the training data.

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Sensors and Actuators, A: Physical
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Elsevier
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ГОСТ |
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Anufriev G. et al. An experimental demonstration of neuromorphic sensing of chemical species using electro-optical reservoir computing // Scientific Reports. 2024. Vol. 14. No. 1. 27915
ГОСТ со всеми авторами (до 50) Скопировать
Anufriev G., Furniss D., Farries M. C., Seddon A. B., Phang S. An experimental demonstration of neuromorphic sensing of chemical species using electro-optical reservoir computing // Scientific Reports. 2024. Vol. 14. No. 1. 27915
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TY - JOUR
DO - 10.1038/s41598-024-79395-y
UR - https://www.nature.com/articles/s41598-024-79395-y
TI - An experimental demonstration of neuromorphic sensing of chemical species using electro-optical reservoir computing
T2 - Scientific Reports
AU - Anufriev, Gleb
AU - Furniss, David
AU - Farries, Mark C
AU - Seddon, Angela B
AU - Phang, Sendy
PY - 2024
DA - 2024/11/13
PB - Springer Nature
IS - 1
VL - 14
PMID - 39537773
SN - 2045-2322
ER -
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BibTex (до 50 авторов) Скопировать
@article{2024_Anufriev,
author = {Gleb Anufriev and David Furniss and Mark C Farries and Angela B Seddon and Sendy Phang},
title = {An experimental demonstration of neuromorphic sensing of chemical species using electro-optical reservoir computing},
journal = {Scientific Reports},
year = {2024},
volume = {14},
publisher = {Springer Nature},
month = {nov},
url = {https://www.nature.com/articles/s41598-024-79395-y},
number = {1},
pages = {27915},
doi = {10.1038/s41598-024-79395-y}
}