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Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification
Electronic nose (E-nose) systems have become popular in food and fruit quality evaluation because of their rapid and repeatable availability and robustness. In this paper, we propose an E-nose system that has potential as a non-destructive system for monitoring variation in the volatile organic comp...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210299/ https://www.ncbi.nlm.nih.gov/pubmed/30262785 http://dx.doi.org/10.3390/s18103256 |
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author | Chen, Li-Ying Wu, Cheng-Chun Chou, Ting-I. Chiu, Shih-Wen Tang, Kea-Tiong |
author_facet | Chen, Li-Ying Wu, Cheng-Chun Chou, Ting-I. Chiu, Shih-Wen Tang, Kea-Tiong |
author_sort | Chen, Li-Ying |
collection | PubMed |
description | Electronic nose (E-nose) systems have become popular in food and fruit quality evaluation because of their rapid and repeatable availability and robustness. In this paper, we propose an E-nose system that has potential as a non-destructive system for monitoring variation in the volatile organic compounds produced by fruit during the maturing process. In addition to the E-nose system, we also propose a camera system to monitor the peel color of fruit as another feature for identification. By incorporating E-nose and camera systems together, we propose a non-destructive solution for fruit maturity monitoring. The dual E-nose/camera system presents the best Fisher class separability measure and shows a perfect classification of the four maturity stages of a banana: Unripe, half-ripe, fully ripe, and overripe. |
format | Online Article Text |
id | pubmed-6210299 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-62102992018-11-02 Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification Chen, Li-Ying Wu, Cheng-Chun Chou, Ting-I. Chiu, Shih-Wen Tang, Kea-Tiong Sensors (Basel) Article Electronic nose (E-nose) systems have become popular in food and fruit quality evaluation because of their rapid and repeatable availability and robustness. In this paper, we propose an E-nose system that has potential as a non-destructive system for monitoring variation in the volatile organic compounds produced by fruit during the maturing process. In addition to the E-nose system, we also propose a camera system to monitor the peel color of fruit as another feature for identification. By incorporating E-nose and camera systems together, we propose a non-destructive solution for fruit maturity monitoring. The dual E-nose/camera system presents the best Fisher class separability measure and shows a perfect classification of the four maturity stages of a banana: Unripe, half-ripe, fully ripe, and overripe. MDPI 2018-09-27 /pmc/articles/PMC6210299/ /pubmed/30262785 http://dx.doi.org/10.3390/s18103256 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chen, Li-Ying Wu, Cheng-Chun Chou, Ting-I. Chiu, Shih-Wen Tang, Kea-Tiong Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification |
title | Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification |
title_full | Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification |
title_fullStr | Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification |
title_full_unstemmed | Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification |
title_short | Development of a Dual MOS Electronic Nose/Camera System for Improving Fruit Ripeness Classification |
title_sort | development of a dual mos electronic nose/camera system for improving fruit ripeness classification |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210299/ https://www.ncbi.nlm.nih.gov/pubmed/30262785 http://dx.doi.org/10.3390/s18103256 |
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