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An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice
Throat cancer treatment involves surgical removal of the tumor, leaving patients with facial disfigurement as well as temporary or permanent loss of voice. Surface electromyography (sEMG) generated from the jaw contains lots of voice information. However, it is difficult to record because of not onl...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433406/ https://www.ncbi.nlm.nih.gov/pubmed/34567631 http://dx.doi.org/10.1038/s41378-019-0127-5 |
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author | Liu, Huicong Dong, Wei Li, Yunfei Li, Fanqi Geng, Jiangjun Zhu, Minglu Chen, Tao Zhang, Hongmiao Sun, Lining Lee, Chengkuo |
author_facet | Liu, Huicong Dong, Wei Li, Yunfei Li, Fanqi Geng, Jiangjun Zhu, Minglu Chen, Tao Zhang, Hongmiao Sun, Lining Lee, Chengkuo |
author_sort | Liu, Huicong |
collection | PubMed |
description | Throat cancer treatment involves surgical removal of the tumor, leaving patients with facial disfigurement as well as temporary or permanent loss of voice. Surface electromyography (sEMG) generated from the jaw contains lots of voice information. However, it is difficult to record because of not only the weakness of the signals but also the steep skin curvature. This paper demonstrates the design of an imperceptible, flexible epidermal sEMG tattoo-like patch with the thickness of less than 10 μm and peeling strength of larger than 1 N cm(−1) that exhibits large adhesiveness to complex biological surfaces and is thus capable of sEMG recording for silent speech recognition. When a tester speaks silently, the patch shows excellent performance in recording the sEMG signals from three muscle channels and recognizing those frequently used instructions with high accuracy by using the wavelet decomposition and pattern recognization. The average accuracy of action instructions can reach up to 89.04%, and the average accuracy of emotion instructions is as high as 92.33%. To demonstrate the functionality of tattoo-like patches as a new human–machine interface (HMI) for patients with loss of voice, the intelligent silent speech recognition, voice synthesis, and virtual interaction have been implemented, which are of great importance in helping these patients communicate with people and make life more enjoyable. |
format | Online Article Text |
id | pubmed-8433406 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84334062021-09-24 An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice Liu, Huicong Dong, Wei Li, Yunfei Li, Fanqi Geng, Jiangjun Zhu, Minglu Chen, Tao Zhang, Hongmiao Sun, Lining Lee, Chengkuo Microsyst Nanoeng Article Throat cancer treatment involves surgical removal of the tumor, leaving patients with facial disfigurement as well as temporary or permanent loss of voice. Surface electromyography (sEMG) generated from the jaw contains lots of voice information. However, it is difficult to record because of not only the weakness of the signals but also the steep skin curvature. This paper demonstrates the design of an imperceptible, flexible epidermal sEMG tattoo-like patch with the thickness of less than 10 μm and peeling strength of larger than 1 N cm(−1) that exhibits large adhesiveness to complex biological surfaces and is thus capable of sEMG recording for silent speech recognition. When a tester speaks silently, the patch shows excellent performance in recording the sEMG signals from three muscle channels and recognizing those frequently used instructions with high accuracy by using the wavelet decomposition and pattern recognization. The average accuracy of action instructions can reach up to 89.04%, and the average accuracy of emotion instructions is as high as 92.33%. To demonstrate the functionality of tattoo-like patches as a new human–machine interface (HMI) for patients with loss of voice, the intelligent silent speech recognition, voice synthesis, and virtual interaction have been implemented, which are of great importance in helping these patients communicate with people and make life more enjoyable. Nature Publishing Group UK 2020-03-09 /pmc/articles/PMC8433406/ /pubmed/34567631 http://dx.doi.org/10.1038/s41378-019-0127-5 Text en © The Author(s) 2020 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 Liu, Huicong Dong, Wei Li, Yunfei Li, Fanqi Geng, Jiangjun Zhu, Minglu Chen, Tao Zhang, Hongmiao Sun, Lining Lee, Chengkuo An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice |
title | An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice |
title_full | An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice |
title_fullStr | An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice |
title_full_unstemmed | An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice |
title_short | An epidermal sEMG tattoo-like patch as a new human–machine interface for patients with loss of voice |
title_sort | epidermal semg tattoo-like patch as a new human–machine interface for patients with loss of voice |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433406/ https://www.ncbi.nlm.nih.gov/pubmed/34567631 http://dx.doi.org/10.1038/s41378-019-0127-5 |
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