Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces

Twenty Thai commercial fish sauces were characterized by sensory descriptive analysis and near-infrared (NIR) spectroscopy. The main objectives were i) to investigate the relationships between sensory attributes and NIR spectra of samples and ii) to characterize the sensory characteristics of fish s...

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Main Authors: Pitiporn Ritthiruangdej, Thongchai Suwonsichon
Other Authors: Kasetsart University
Format: Article
Published: 2018
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/24346
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spelling th-mahidol.243462018-08-24T08:46:29Z Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces Pitiporn Ritthiruangdej Thongchai Suwonsichon Kasetsart University Mahidol University Chemistry Twenty Thai commercial fish sauces were characterized by sensory descriptive analysis and near-infrared (NIR) spectroscopy. The main objectives were i) to investigate the relationships between sensory attributes and NIR spectra of samples and ii) to characterize the sensory characteristics of fish sauces based on NIR data. A generic descriptive analysis with 12 trained panels was used to characterize the sensory attributes. These attributes consisted of 15 descriptors: brown color, 5 aromatics (sweet, caramelized, fermented, fishy, and musty), 4 tastes (sweet, salty, bitter, and umami), 3 aftertastes (sweet, salty and bitter) and 2 flavors (caramelized and fishy). The results showed that Thai fish sauce samples exhibited significant differences in all of sensory attribute values (p < 0.05). NIR transflectance spectra were obtained from 1100 to 2500 nm. Prior to investigation of the relationships between sensory attributes and NIR spectra, principal component analysis (PCA) was applied to reduce the dimensionality of the spectral data from 622 wavelengths to two uncorrelated components (NIR1 and NIR2) which explained 92 and 7% of the total variation, respectively. NIR1 was highly correlated with the wavelength regions of 1100-1544, 1774-2062, 2092-2308, and 2358-2440 nm, while NIR2 was highly correlated with the wavelength regions of 1742-1764, 2066-2088, and 2312-2354 nm. Subsequently, the relationships among these two components and all sensory attributes were also investigated by PCA. The results showed that the first three principal components (PCs) named as fishy flavor component (PC1), sweet component (PC2) and bitterness component (PC3), respectively, explained a total of 66.86% of the variation. NIR1 was mainly correlated to the sensory attributes of fishy aromatic, fishy flavor and sweet aftertaste on PC1. In addition, the PCA using only the factor loadings of NIR1 and NIR2 could be used to classify samples into three groups which showed high, medium and low degrees of fishy aromatic, fishy flavor and sweet aftertaste. 2007 © The Japan Society for Analytical Chemistry. 2018-08-24T01:46:29Z 2018-08-24T01:46:29Z 2007-07-01 Article Analytical Sciences. Vol.23, No.7 (2007), 809-814 10.2116/analsci.23.809 13482246 09106340 2-s2.0-34548392684 https://repository.li.mahidol.ac.th/handle/123456789/24346 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=34548392684&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Chemistry
spellingShingle Chemistry
Pitiporn Ritthiruangdej
Thongchai Suwonsichon
Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces
description Twenty Thai commercial fish sauces were characterized by sensory descriptive analysis and near-infrared (NIR) spectroscopy. The main objectives were i) to investigate the relationships between sensory attributes and NIR spectra of samples and ii) to characterize the sensory characteristics of fish sauces based on NIR data. A generic descriptive analysis with 12 trained panels was used to characterize the sensory attributes. These attributes consisted of 15 descriptors: brown color, 5 aromatics (sweet, caramelized, fermented, fishy, and musty), 4 tastes (sweet, salty, bitter, and umami), 3 aftertastes (sweet, salty and bitter) and 2 flavors (caramelized and fishy). The results showed that Thai fish sauce samples exhibited significant differences in all of sensory attribute values (p < 0.05). NIR transflectance spectra were obtained from 1100 to 2500 nm. Prior to investigation of the relationships between sensory attributes and NIR spectra, principal component analysis (PCA) was applied to reduce the dimensionality of the spectral data from 622 wavelengths to two uncorrelated components (NIR1 and NIR2) which explained 92 and 7% of the total variation, respectively. NIR1 was highly correlated with the wavelength regions of 1100-1544, 1774-2062, 2092-2308, and 2358-2440 nm, while NIR2 was highly correlated with the wavelength regions of 1742-1764, 2066-2088, and 2312-2354 nm. Subsequently, the relationships among these two components and all sensory attributes were also investigated by PCA. The results showed that the first three principal components (PCs) named as fishy flavor component (PC1), sweet component (PC2) and bitterness component (PC3), respectively, explained a total of 66.86% of the variation. NIR1 was mainly correlated to the sensory attributes of fishy aromatic, fishy flavor and sweet aftertaste on PC1. In addition, the PCA using only the factor loadings of NIR1 and NIR2 could be used to classify samples into three groups which showed high, medium and low degrees of fishy aromatic, fishy flavor and sweet aftertaste. 2007 © The Japan Society for Analytical Chemistry.
author2 Kasetsart University
author_facet Kasetsart University
Pitiporn Ritthiruangdej
Thongchai Suwonsichon
format Article
author Pitiporn Ritthiruangdej
Thongchai Suwonsichon
author_sort Pitiporn Ritthiruangdej
title Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces
title_short Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces
title_full Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces
title_fullStr Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces
title_full_unstemmed Relationships between NIR spectra and sensory attributes of Thai commercial fish sauces
title_sort relationships between nir spectra and sensory attributes of thai commercial fish sauces
publishDate 2018
url https://repository.li.mahidol.ac.th/handle/123456789/24346
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