Evaluation on Context Recognition Using Temperature Sensors in the Nostrils
We can benefit from various services with context recognition using wearable sensors. In this study, we focus on the contexts acquired from sensor data in the nostrils. Nostrils can provide various contexts on breathing, nasal congestion, and higher level contexts including psychological and health...
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Format: | Article |
Language: | English |
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MDPI AG
2019-03-01
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Series: | Sensors |
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Online Access: | https://www.mdpi.com/1424-8220/19/7/1528 |
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author | Ryosuke Kodama Tsutomu Terada Masahiko Tsukamoto |
author_facet | Ryosuke Kodama Tsutomu Terada Masahiko Tsukamoto |
author_sort | Ryosuke Kodama |
collection | DOAJ |
description | We can benefit from various services with context recognition using wearable sensors. In this study, we focus on the contexts acquired from sensor data in the nostrils. Nostrils can provide various contexts on breathing, nasal congestion, and higher level contexts including psychological and health states. In this paper, we propose a context recognition method using the information in the nostril. We develop a system to acquire the temperature in the nostrils using small temperature sensors connected to glasses. As a result of the evaluations, the proposed system can detect breathing correctly, workload at an accuracy of 96.4%, six behaviors at an accuracy of 54%, and eight behaviors in daily life at an accuracy of 86%. Moreover, the proposed system can detect nasal congestion, therefore, it can log nasal cycles that are considered to have a relationship with the autonomic nerves and/or biological states. |
first_indexed | 2024-04-11T21:59:06Z |
format | Article |
id | doaj.art-026894f2bc634b09a63383bfa1d91e4b |
institution | Directory Open Access Journal |
issn | 1424-8220 |
language | English |
last_indexed | 2024-04-11T21:59:06Z |
publishDate | 2019-03-01 |
publisher | MDPI AG |
record_format | Article |
series | Sensors |
spelling | doaj.art-026894f2bc634b09a63383bfa1d91e4b2022-12-22T04:00:59ZengMDPI AGSensors1424-82202019-03-01197152810.3390/s19071528s19071528Evaluation on Context Recognition Using Temperature Sensors in the NostrilsRyosuke Kodama0Tsutomu Terada1Masahiko Tsukamoto2Graduate School of Engineering, Kobe University, 1-1 Rokkodaicho, Nada, Kobe, Hyogo 657-8501, JapanGraduate School of Engineering, Kobe University, 1-1 Rokkodaicho, Nada, Kobe, Hyogo 657-8501, JapanGraduate School of Engineering, Kobe University, 1-1 Rokkodaicho, Nada, Kobe, Hyogo 657-8501, JapanWe can benefit from various services with context recognition using wearable sensors. In this study, we focus on the contexts acquired from sensor data in the nostrils. Nostrils can provide various contexts on breathing, nasal congestion, and higher level contexts including psychological and health states. In this paper, we propose a context recognition method using the information in the nostril. We develop a system to acquire the temperature in the nostrils using small temperature sensors connected to glasses. As a result of the evaluations, the proposed system can detect breathing correctly, workload at an accuracy of 96.4%, six behaviors at an accuracy of 54%, and eight behaviors in daily life at an accuracy of 86%. Moreover, the proposed system can detect nasal congestion, therefore, it can log nasal cycles that are considered to have a relationship with the autonomic nerves and/or biological states.https://www.mdpi.com/1424-8220/19/7/1528wearable computingcontext recognitionnasal cycletemperature sensor |
spellingShingle | Ryosuke Kodama Tsutomu Terada Masahiko Tsukamoto Evaluation on Context Recognition Using Temperature Sensors in the Nostrils Sensors wearable computing context recognition nasal cycle temperature sensor |
title | Evaluation on Context Recognition Using Temperature Sensors in the Nostrils |
title_full | Evaluation on Context Recognition Using Temperature Sensors in the Nostrils |
title_fullStr | Evaluation on Context Recognition Using Temperature Sensors in the Nostrils |
title_full_unstemmed | Evaluation on Context Recognition Using Temperature Sensors in the Nostrils |
title_short | Evaluation on Context Recognition Using Temperature Sensors in the Nostrils |
title_sort | evaluation on context recognition using temperature sensors in the nostrils |
topic | wearable computing context recognition nasal cycle temperature sensor |
url | https://www.mdpi.com/1424-8220/19/7/1528 |
work_keys_str_mv | AT ryosukekodama evaluationoncontextrecognitionusingtemperaturesensorsinthenostrils AT tsutomuterada evaluationoncontextrecognitionusingtemperaturesensorsinthenostrils AT masahikotsukamoto evaluationoncontextrecognitionusingtemperaturesensorsinthenostrils |