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Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose

The economic value of Chinese liquor is closely related with its age. Results from gas chromatograph (GC) analysis indicated that 8 dominant compounds were decreased with the increase of liquor age (0 to 5 years) while ethyl lactate was found to be the most stable dominant compound as no significant...

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Autores principales: Xu, M. L., Zhu, S. M., Yu, Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5529504/
https://www.ncbi.nlm.nih.gov/pubmed/28747767
http://dx.doi.org/10.1038/s41598-017-06958-7
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author Xu, M. L.
Zhu, S. M.
Yu, Y.
author_facet Xu, M. L.
Zhu, S. M.
Yu, Y.
author_sort Xu, M. L.
collection PubMed
description The economic value of Chinese liquor is closely related with its age. Results from gas chromatograph (GC) analysis indicated that 8 dominant compounds were decreased with the increase of liquor age (0 to 5 years) while ethyl lactate was found to be the most stable dominant compound as no significant change was observed in it during the aging process. Liquor groups with different ages were well-discriminated by principal component analysis (PCA) based on electronic nose signals. High-accurate identification of liquor ages was realized using linear discriminant analysis (LDA) with the accuracy of 98.3% of the total 120 samples from six age groups. Partial least squares regression (PLSR) exhibited satisfying ability for liquor age prediction (R(2): 0.9732 in calibration set and 0.9101 in validation set). The feasibility of volatile compounds prediction using PLSR combined with electronic nose was also verified by this research. However, the accuracies of PLSR models can be further promoted in future researches, perhaps by using more suitable sensors or modeling approaches.
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spelling pubmed-55295042017-08-02 Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose Xu, M. L. Zhu, S. M. Yu, Y. Sci Rep Article The economic value of Chinese liquor is closely related with its age. Results from gas chromatograph (GC) analysis indicated that 8 dominant compounds were decreased with the increase of liquor age (0 to 5 years) while ethyl lactate was found to be the most stable dominant compound as no significant change was observed in it during the aging process. Liquor groups with different ages were well-discriminated by principal component analysis (PCA) based on electronic nose signals. High-accurate identification of liquor ages was realized using linear discriminant analysis (LDA) with the accuracy of 98.3% of the total 120 samples from six age groups. Partial least squares regression (PLSR) exhibited satisfying ability for liquor age prediction (R(2): 0.9732 in calibration set and 0.9101 in validation set). The feasibility of volatile compounds prediction using PLSR combined with electronic nose was also verified by this research. However, the accuracies of PLSR models can be further promoted in future researches, perhaps by using more suitable sensors or modeling approaches. Nature Publishing Group UK 2017-07-26 /pmc/articles/PMC5529504/ /pubmed/28747767 http://dx.doi.org/10.1038/s41598-017-06958-7 Text en © The Author(s) 2017 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/.
spellingShingle Article
Xu, M. L.
Zhu, S. M.
Yu, Y.
Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
title Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
title_full Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
title_fullStr Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
title_full_unstemmed Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
title_short Quality assessment of Chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
title_sort quality assessment of chinese liquor with different ages and prediction analysis based on gas chromatography and electronic nose
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5529504/
https://www.ncbi.nlm.nih.gov/pubmed/28747767
http://dx.doi.org/10.1038/s41598-017-06958-7
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