Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2019 Jun 30:284:296-302.
doi: 10.1016/j.foodchem.2019.01.113. Epub 2019 Jan 26.

A novel method for classification of wine based on organic acids

Affiliations

A novel method for classification of wine based on organic acids

Miodrag Milovanovic et al. Food Chem. .

Abstract

Bio-electronic tongue was linked to artificial intelligence processing unit and used for classification of wines based on carboxylic acids levels, which were indirectly related to malolactic fermentation. The system employed amperometric biosensors with lactate oxidase, sarcosine oxidase, and fumarase/sarcosine oxidase in the three sensing channels. The results were processed using two statistical methods - principal component analysis (PCA) and self-organized maps (SOM) in order to classify 31 wine samples from the South Moravia region in the Czech Republic. Reference assays were carried out using the capillary electrophoresis (CE). The PCA patterns for both CE and biosensor data provided good correspondence in the clusters of samples. The SOM treatment provided a better resolution of the generated patterns of samples compared to PCA, the SOM derived clusters corresponded with the PCA classification only partially. The biosensor/SOM combination offers a novel procedure of wine classification.

Keywords: Acetic acid (PubChem CID: 176); Biosensor; Capillary electrophoresis; Carboxylic acids; Citric acid (PubChem CID: 311); Oxaloacetic acid (PubChem CID: 970); Principal component analysis; Self-organizing map; Succinic acid (PubChem CID: 1110); l-Lactic acid (PubChem CID: 107689); l-Malic acid (PubChem CID: 222656); l-Tartaric acid (PubChem CID: 444305).

PubMed Disclaimer

MeSH terms

LinkOut - more resources