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A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes
In order to develop a non-contact and simple gesture recognition technology, a recognition method with a charge induction array of nine electrodes is proposed. Firstly, the principle of signal acquisition based on charge induction is introduced, and the whole system is given. Secondly, the recogniti...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838362/ https://www.ncbi.nlm.nih.gov/pubmed/35161902 http://dx.doi.org/10.3390/s22031158 |
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author | Qian, Hao Chi, Yangbin Dong, Zining Yan, Feng Zhang, Limin |
author_facet | Qian, Hao Chi, Yangbin Dong, Zining Yan, Feng Zhang, Limin |
author_sort | Qian, Hao |
collection | PubMed |
description | In order to develop a non-contact and simple gesture recognition technology, a recognition method with a charge induction array of nine electrodes is proposed. Firstly, the principle of signal acquisition based on charge induction is introduced, and the whole system is given. Secondly, the recognition algorithms, including the pre-processing algorithm and back propagation neural network (BPNN) algorithm, are given to recognize three input modes of hand gestures, digital input, direction input and key input, respectively. Finally, experiments of three input modes of hand gestures are carried out, and the recognition accuracy is 97.2%, 94%, and 100% for digital input, direction input, and key input, respectively. The outstanding characteristic of this method is the real-time recognition of three hand gestures in the distance of 2 cm without the need of wearing any device, as well as being low cost and easy to implement. |
format | Online Article Text |
id | pubmed-8838362 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88383622022-02-13 A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes Qian, Hao Chi, Yangbin Dong, Zining Yan, Feng Zhang, Limin Sensors (Basel) Communication In order to develop a non-contact and simple gesture recognition technology, a recognition method with a charge induction array of nine electrodes is proposed. Firstly, the principle of signal acquisition based on charge induction is introduced, and the whole system is given. Secondly, the recognition algorithms, including the pre-processing algorithm and back propagation neural network (BPNN) algorithm, are given to recognize three input modes of hand gestures, digital input, direction input and key input, respectively. Finally, experiments of three input modes of hand gestures are carried out, and the recognition accuracy is 97.2%, 94%, and 100% for digital input, direction input, and key input, respectively. The outstanding characteristic of this method is the real-time recognition of three hand gestures in the distance of 2 cm without the need of wearing any device, as well as being low cost and easy to implement. MDPI 2022-02-03 /pmc/articles/PMC8838362/ /pubmed/35161902 http://dx.doi.org/10.3390/s22031158 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Qian, Hao Chi, Yangbin Dong, Zining Yan, Feng Zhang, Limin A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes |
title | A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes |
title_full | A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes |
title_fullStr | A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes |
title_full_unstemmed | A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes |
title_short | A Gesture Recognition Method with a Charge Induction Array of Nine Electrodes |
title_sort | gesture recognition method with a charge induction array of nine electrodes |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838362/ https://www.ncbi.nlm.nih.gov/pubmed/35161902 http://dx.doi.org/10.3390/s22031158 |
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