Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis
In this paper, we report on an in-house developed electronic nose (E-nose) for use with breath analysis. The unit consists of an array of 10 micro-electro-mechanical systems (MEMS) metal oxide (MOX) gas sensors produced by seven manufacturers. Breath sampling of end-tidal breath is achieved using a...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2020-01-01
|
Series: | Electronics |
Subjects: | |
Online Access: | https://www.mdpi.com/2079-9292/9/1/84 |
id |
doaj-9663f7acd4814a96aade5e4b3e0c052a |
---|---|
record_format |
Article |
spelling |
doaj-9663f7acd4814a96aade5e4b3e0c052a2020-11-25T01:12:56ZengMDPI AGElectronics2079-92922020-01-01918410.3390/electronics9010084electronics9010084Development of a Compact, IoT-Enabled Electronic Nose for Breath AnalysisAkira Tiele0Alfian Wicaksono1Sai Kiran Ayyala2James A. Covington3School of Engineering, University of Warwick, Coventry CV4 7AL, UKSchool of Engineering, University of Warwick, Coventry CV4 7AL, UKSchool of Engineering, University of Warwick, Coventry CV4 7AL, UKSchool of Engineering, University of Warwick, Coventry CV4 7AL, UKIn this paper, we report on an in-house developed electronic nose (E-nose) for use with breath analysis. The unit consists of an array of 10 micro-electro-mechanical systems (MEMS) metal oxide (MOX) gas sensors produced by seven manufacturers. Breath sampling of end-tidal breath is achieved using a heated sample tube, capable of monitoring sampling-related parameters, such as carbon dioxide (CO<sub>2</sub>), humidity, and temperature. A simple mobile app was developed to receive real-time data from the device, using Wi-Fi communication. The system has been tested using chemical standards and exhaled breath samples from healthy volunteers, before and after taking a peppermint capsule. Results from chemical testing indicate that we can separate chemical standards (acetone, isopropanol and 1-propanol) and different concentrations of isobutylene. The analysis of exhaled breath samples demonstrate that we can distinguish between pre- and post-consumption of peppermint capsules; area under the curve (AUC): 0.81, sensitivity: 0.83 (0.59−0.96), specificity: 0.72 (0.47−0.90), <i>p</i>-value: <0.001. The functionality of the developed device has been demonstrated with the testing of chemical standards and a simplified breath study using peppermint capsules. It is our intention to deploy this system in a UK hospital in an upcoming breath research study.https://www.mdpi.com/2079-9292/9/1/84breath analysiselectronic nose (e-nose)internet-of-things (iot) |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Akira Tiele Alfian Wicaksono Sai Kiran Ayyala James A. Covington |
spellingShingle |
Akira Tiele Alfian Wicaksono Sai Kiran Ayyala James A. Covington Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis Electronics breath analysis electronic nose (e-nose) internet-of-things (iot) |
author_facet |
Akira Tiele Alfian Wicaksono Sai Kiran Ayyala James A. Covington |
author_sort |
Akira Tiele |
title |
Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis |
title_short |
Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis |
title_full |
Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis |
title_fullStr |
Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis |
title_full_unstemmed |
Development of a Compact, IoT-Enabled Electronic Nose for Breath Analysis |
title_sort |
development of a compact, iot-enabled electronic nose for breath analysis |
publisher |
MDPI AG |
series |
Electronics |
issn |
2079-9292 |
publishDate |
2020-01-01 |
description |
In this paper, we report on an in-house developed electronic nose (E-nose) for use with breath analysis. The unit consists of an array of 10 micro-electro-mechanical systems (MEMS) metal oxide (MOX) gas sensors produced by seven manufacturers. Breath sampling of end-tidal breath is achieved using a heated sample tube, capable of monitoring sampling-related parameters, such as carbon dioxide (CO<sub>2</sub>), humidity, and temperature. A simple mobile app was developed to receive real-time data from the device, using Wi-Fi communication. The system has been tested using chemical standards and exhaled breath samples from healthy volunteers, before and after taking a peppermint capsule. Results from chemical testing indicate that we can separate chemical standards (acetone, isopropanol and 1-propanol) and different concentrations of isobutylene. The analysis of exhaled breath samples demonstrate that we can distinguish between pre- and post-consumption of peppermint capsules; area under the curve (AUC): 0.81, sensitivity: 0.83 (0.59−0.96), specificity: 0.72 (0.47−0.90), <i>p</i>-value: <0.001. The functionality of the developed device has been demonstrated with the testing of chemical standards and a simplified breath study using peppermint capsules. It is our intention to deploy this system in a UK hospital in an upcoming breath research study. |
topic |
breath analysis electronic nose (e-nose) internet-of-things (iot) |
url |
https://www.mdpi.com/2079-9292/9/1/84 |
work_keys_str_mv |
AT akiratiele developmentofacompactiotenabledelectronicnoseforbreathanalysis AT alfianwicaksono developmentofacompactiotenabledelectronicnoseforbreathanalysis AT saikiranayyala developmentofacompactiotenabledelectronicnoseforbreathanalysis AT jamesacovington developmentofacompactiotenabledelectronicnoseforbreathanalysis |
_version_ |
1725164313416564736 |