Tazi, Imam, Choiriyah, Anis, Siswanta, Dwi and Triyana, Kuwat (2017) Detection of taste change of bovine and goat milk in room ambient using electronic tongue. Indonesian Journal of Chemistry, 17 (3). pp. 422-430. ISSN 1411-9420, 2460-1578
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Abstract
An electronic tongue (e-tongue) based on an array of lipid/polymer membranes has been successfully developed for measuring the taste evolution of natural milk. The e-tongue consisted of 16 different lipid/polymer membranes combined with or without a pH sensor. The natural milk of bovine and goat were purchased from the local farming store in Malang-Indonesia. The taste measurement was carried out, from fresh (0 h) to stale (12 h), every two hours under room ambient without any treatment. The responses of the e-tongue were evaluated using a Principal Component Analysis (PCA) and a Linear Discriminant Analysis (LDA). From PCA results, the taste of both milk samples tends to change by time although some groups show a partial overlapping. LDA results show the high precision of the e-tongue in clustering taste evolution. The correctly classified groups after the cross-validation procedure were achieved 95.7 and 87.1% for bovine and goat milk, respectively. The improvement of the classification using LDA was obtained by adding data from a pH sensor of each measurement as 100 and 98.6% for bovine and goat milk, respectively. This work indicates that the lab-made e-tongue may be useful to predict the quality of natural milk for the food industry
Item Type: | Journal Article |
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Keywords: | Electronic tongue; taste; linear discriminant analysis; principal component analysis |
Subjects: | 03 CHEMICAL SCIENCES > 0399 Other Chemical Sciences > 039903 Industrial Chemistry |
Divisions: | Faculty of Mathematics and Sciences > Department of Physics |
Depositing User: | Imam Tazi |
Date Deposited: | 09 Jun 2020 22:13 |
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