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Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose
A neuromorphic module of an electronic nose (E‐nose) is demonstrated by hybridizing a chemoresistive gas sensor made of a semiconductor metal oxide (SMO) and a single transistor neuron (1T‐neuron) made of a metal‐oxide‐semiconductor field‐effect transistor (MOSFET). By mimicking a biological olfacto...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9218653/ https://www.ncbi.nlm.nih.gov/pubmed/35426489 http://dx.doi.org/10.1002/advs.202106017 |
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author | Han, Joon‐Kyu Kang, Mingu Jeong, Jaeseok Cho, Incheol Yu, Ji‐Man Yoon, Kuk‐Jin Park, Inkyu Choi, Yang‐Kyu |
author_facet | Han, Joon‐Kyu Kang, Mingu Jeong, Jaeseok Cho, Incheol Yu, Ji‐Man Yoon, Kuk‐Jin Park, Inkyu Choi, Yang‐Kyu |
author_sort | Han, Joon‐Kyu |
collection | PubMed |
description | A neuromorphic module of an electronic nose (E‐nose) is demonstrated by hybridizing a chemoresistive gas sensor made of a semiconductor metal oxide (SMO) and a single transistor neuron (1T‐neuron) made of a metal‐oxide‐semiconductor field‐effect transistor (MOSFET). By mimicking a biological olfactory neuron, it simultaneously detects a gas and encoded spike signals for in‐sensor neuromorphic functioning. It identifies an odor source by analyzing the complicated mixed signals using a spiking neural network (SNN). The proposed E‐nose does not require conversion circuits, which are essential for processing the sensory signals between the sensor array and processors in the conventional bulky E‐nose. In addition, they do not have to include a central processing unit (CPU) and memory, which are required for von Neumann computing. The spike transmission of the biological olfactory system, which is known to be the main factor for reducing power consumption, is realized with the SNN for power savings compared to the conventional E‐nose with a deep neural network (DNN). Therefore, the proposed neuromorphic E‐nose is promising for application to Internet of Things (IoT), which demands a highly scalable and energy‐efficient system. As a practical example, it is employed as an electronic sommelier by classifying different types of wines. |
format | Online Article Text |
id | pubmed-9218653 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92186532022-06-29 Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose Han, Joon‐Kyu Kang, Mingu Jeong, Jaeseok Cho, Incheol Yu, Ji‐Man Yoon, Kuk‐Jin Park, Inkyu Choi, Yang‐Kyu Adv Sci (Weinh) Research Articles A neuromorphic module of an electronic nose (E‐nose) is demonstrated by hybridizing a chemoresistive gas sensor made of a semiconductor metal oxide (SMO) and a single transistor neuron (1T‐neuron) made of a metal‐oxide‐semiconductor field‐effect transistor (MOSFET). By mimicking a biological olfactory neuron, it simultaneously detects a gas and encoded spike signals for in‐sensor neuromorphic functioning. It identifies an odor source by analyzing the complicated mixed signals using a spiking neural network (SNN). The proposed E‐nose does not require conversion circuits, which are essential for processing the sensory signals between the sensor array and processors in the conventional bulky E‐nose. In addition, they do not have to include a central processing unit (CPU) and memory, which are required for von Neumann computing. The spike transmission of the biological olfactory system, which is known to be the main factor for reducing power consumption, is realized with the SNN for power savings compared to the conventional E‐nose with a deep neural network (DNN). Therefore, the proposed neuromorphic E‐nose is promising for application to Internet of Things (IoT), which demands a highly scalable and energy‐efficient system. As a practical example, it is employed as an electronic sommelier by classifying different types of wines. John Wiley and Sons Inc. 2022-04-15 /pmc/articles/PMC9218653/ /pubmed/35426489 http://dx.doi.org/10.1002/advs.202106017 Text en © 2022 The Authors. Advanced Science published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Han, Joon‐Kyu Kang, Mingu Jeong, Jaeseok Cho, Incheol Yu, Ji‐Man Yoon, Kuk‐Jin Park, Inkyu Choi, Yang‐Kyu Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose |
title | Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose |
title_full | Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose |
title_fullStr | Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose |
title_full_unstemmed | Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose |
title_short | Artificial Olfactory Neuron for an In‐Sensor Neuromorphic Nose |
title_sort | artificial olfactory neuron for an in‐sensor neuromorphic nose |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9218653/ https://www.ncbi.nlm.nih.gov/pubmed/35426489 http://dx.doi.org/10.1002/advs.202106017 |
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