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A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system

Neuromorphic perception systems inspired by biology have tremendous potential in efficiently processing multi-sensory signals from the physical world, but a highly efficient hardware element capable of sensing and encoding multiple physical signals is still lacking. Here, we report a spike-based neu...

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Autores principales: Yuan, Rui, Duan, Qingxi, Tiw, Pek Jun, Li, Ge, Xiao, Zhuojian, Jing, Zhaokun, Yang, Ke, Liu, Chang, Ge, Chen, Huang, Ru, Yang, Yuchao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9270461/
https://www.ncbi.nlm.nih.gov/pubmed/35803938
http://dx.doi.org/10.1038/s41467-022-31747-w
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author Yuan, Rui
Duan, Qingxi
Tiw, Pek Jun
Li, Ge
Xiao, Zhuojian
Jing, Zhaokun
Yang, Ke
Liu, Chang
Ge, Chen
Huang, Ru
Yang, Yuchao
author_facet Yuan, Rui
Duan, Qingxi
Tiw, Pek Jun
Li, Ge
Xiao, Zhuojian
Jing, Zhaokun
Yang, Ke
Liu, Chang
Ge, Chen
Huang, Ru
Yang, Yuchao
author_sort Yuan, Rui
collection PubMed
description Neuromorphic perception systems inspired by biology have tremendous potential in efficiently processing multi-sensory signals from the physical world, but a highly efficient hardware element capable of sensing and encoding multiple physical signals is still lacking. Here, we report a spike-based neuromorphic perception system consisting of calibratable artificial sensory neurons based on epitaxial VO(2), where the high crystalline quality of VO(2) leads to significantly improved cycle-to-cycle uniformity. A calibration resistor is introduced to optimize device-to-device consistency, and to adapt the VO(2) neuron to different sensors with varied resistance level, a scaling resistor is further incorporated, demonstrating cross-sensory neuromorphic perception component that can encode illuminance, temperature, pressure and curvature signals into spikes. These components are utilized to monitor the curvatures of fingers, thereby achieving hand gesture classification. This study addresses the fundamental cycle-to-cycle and device-to-device variation issues of sensory neurons, therefore promoting the construction of neuromorphic perception systems for e-skin and neurorobotics.
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spelling pubmed-92704612022-07-10 A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system Yuan, Rui Duan, Qingxi Tiw, Pek Jun Li, Ge Xiao, Zhuojian Jing, Zhaokun Yang, Ke Liu, Chang Ge, Chen Huang, Ru Yang, Yuchao Nat Commun Article Neuromorphic perception systems inspired by biology have tremendous potential in efficiently processing multi-sensory signals from the physical world, but a highly efficient hardware element capable of sensing and encoding multiple physical signals is still lacking. Here, we report a spike-based neuromorphic perception system consisting of calibratable artificial sensory neurons based on epitaxial VO(2), where the high crystalline quality of VO(2) leads to significantly improved cycle-to-cycle uniformity. A calibration resistor is introduced to optimize device-to-device consistency, and to adapt the VO(2) neuron to different sensors with varied resistance level, a scaling resistor is further incorporated, demonstrating cross-sensory neuromorphic perception component that can encode illuminance, temperature, pressure and curvature signals into spikes. These components are utilized to monitor the curvatures of fingers, thereby achieving hand gesture classification. This study addresses the fundamental cycle-to-cycle and device-to-device variation issues of sensory neurons, therefore promoting the construction of neuromorphic perception systems for e-skin and neurorobotics. Nature Publishing Group UK 2022-07-08 /pmc/articles/PMC9270461/ /pubmed/35803938 http://dx.doi.org/10.1038/s41467-022-31747-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Yuan, Rui
Duan, Qingxi
Tiw, Pek Jun
Li, Ge
Xiao, Zhuojian
Jing, Zhaokun
Yang, Ke
Liu, Chang
Ge, Chen
Huang, Ru
Yang, Yuchao
A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system
title A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system
title_full A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system
title_fullStr A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system
title_full_unstemmed A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system
title_short A calibratable sensory neuron based on epitaxial VO(2) for spike-based neuromorphic multisensory system
title_sort calibratable sensory neuron based on epitaxial vo(2) for spike-based neuromorphic multisensory system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9270461/
https://www.ncbi.nlm.nih.gov/pubmed/35803938
http://dx.doi.org/10.1038/s41467-022-31747-w
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