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A Feasibility Study on Smart Mattresses to Improve Sleep Quality
Good sleep quality is essential, especially for clinical users. Sleep disorders not only impair the success rate of treatment but also delay recovery. They can seriously interfere with treatment outcomes and even endanger a user's life. In this study, we created a smart mattress containing 10 ×...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356017/ https://www.ncbi.nlm.nih.gov/pubmed/34394894 http://dx.doi.org/10.1155/2021/6127894 |
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author | Zhang, Zicheng Jin, Xinchen Wan, Zechuan Zhu, Minghuan Wu, Shanshan |
author_facet | Zhang, Zicheng Jin, Xinchen Wan, Zechuan Zhu, Minghuan Wu, Shanshan |
author_sort | Zhang, Zicheng |
collection | PubMed |
description | Good sleep quality is essential, especially for clinical users. Sleep disorders not only impair the success rate of treatment but also delay recovery. They can seriously interfere with treatment outcomes and even endanger a user's life. In this study, we created a smart mattress containing 10 × 18 air packs and control units. Each air pack contains a set of pressure and height sensors and two air valves. Each row control unit can detect and adjust the pressure and height of each air bag in the row. When the bed body is turned on, it automatically initializes, adjusts the state of each air bag to the same height and pressure, and enters a slow scanning state. When perceived objects or people are lying on the bed, the bed automatically perceives the human body structure and body pressure matrix, increases the scanning speed for more timely and accurate measurements of the digital matrix and forming pressure by matrix-normalized processing, and then uses local pressure variance detection to automatically adjust to the sleeping position of the human body and thus achieve a uniform force distribution and a comfortable state. Finally, pressure matrix binarization was used to match sleeping position templates to identify the best template for automatic recognition of the sleeping position. The experimental results show that the sleeping position recognition method has high accuracy, recall, and precision. Our mattress is designed with interfaces for external devices. In future research, the smart mattress can connect to an auxiliary part of a smart ecosystem consisting of a smart pill box, a smart lighting system, and a microclimate system, which is expected to yield a more comprehensive intelligent ward to explore the possibility of improving sleep quality. |
format | Online Article Text |
id | pubmed-8356017 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-83560172021-08-12 A Feasibility Study on Smart Mattresses to Improve Sleep Quality Zhang, Zicheng Jin, Xinchen Wan, Zechuan Zhu, Minghuan Wu, Shanshan J Healthc Eng Research Article Good sleep quality is essential, especially for clinical users. Sleep disorders not only impair the success rate of treatment but also delay recovery. They can seriously interfere with treatment outcomes and even endanger a user's life. In this study, we created a smart mattress containing 10 × 18 air packs and control units. Each air pack contains a set of pressure and height sensors and two air valves. Each row control unit can detect and adjust the pressure and height of each air bag in the row. When the bed body is turned on, it automatically initializes, adjusts the state of each air bag to the same height and pressure, and enters a slow scanning state. When perceived objects or people are lying on the bed, the bed automatically perceives the human body structure and body pressure matrix, increases the scanning speed for more timely and accurate measurements of the digital matrix and forming pressure by matrix-normalized processing, and then uses local pressure variance detection to automatically adjust to the sleeping position of the human body and thus achieve a uniform force distribution and a comfortable state. Finally, pressure matrix binarization was used to match sleeping position templates to identify the best template for automatic recognition of the sleeping position. The experimental results show that the sleeping position recognition method has high accuracy, recall, and precision. Our mattress is designed with interfaces for external devices. In future research, the smart mattress can connect to an auxiliary part of a smart ecosystem consisting of a smart pill box, a smart lighting system, and a microclimate system, which is expected to yield a more comprehensive intelligent ward to explore the possibility of improving sleep quality. Hindawi 2021-08-03 /pmc/articles/PMC8356017/ /pubmed/34394894 http://dx.doi.org/10.1155/2021/6127894 Text en Copyright © 2021 Zicheng Zhang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhang, Zicheng Jin, Xinchen Wan, Zechuan Zhu, Minghuan Wu, Shanshan A Feasibility Study on Smart Mattresses to Improve Sleep Quality |
title | A Feasibility Study on Smart Mattresses to Improve Sleep Quality |
title_full | A Feasibility Study on Smart Mattresses to Improve Sleep Quality |
title_fullStr | A Feasibility Study on Smart Mattresses to Improve Sleep Quality |
title_full_unstemmed | A Feasibility Study on Smart Mattresses to Improve Sleep Quality |
title_short | A Feasibility Study on Smart Mattresses to Improve Sleep Quality |
title_sort | feasibility study on smart mattresses to improve sleep quality |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356017/ https://www.ncbi.nlm.nih.gov/pubmed/34394894 http://dx.doi.org/10.1155/2021/6127894 |
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