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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9270461 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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