Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate

Oxygen is an important factor in the wine aging process, and the oxygen transmission rate (OTR) is the parameter of the wood that reflects its oxygen permeation. OTR has not been considered in the cooperage industry yet; however, recent studies proposed a nondestructive method for estimating the OTR...

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Main Authors: Víctor Martínez-Martínez, Ignacio Nevares, Maria del Alamo-Sanza
Format: Article
Language:English
Published: MDPI AG 2020-07-01
Series:Molecules
Subjects:
Online Access:https://www.mdpi.com/1420-3049/25/14/3312
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spelling doaj-392ba6d6d83948c881cf5725816d88db2020-11-25T02:49:17ZengMDPI AGMolecules1420-30492020-07-01253312331210.3390/molecules25143312Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission RateVíctor Martínez-Martínez0Ignacio Nevares1Maria del Alamo-Sanza2Department of Agricultural and Forestry Engineering, UVaMOX-Universidad de Valladolid, 34001 Palencia, SpainDepartment of Agricultural and Forestry Engineering, UVaMOX-Universidad de Valladolid, 34001 Palencia, SpainDepartment of Analytical Chemistry, UVaMOX-Universidad de Valladolid, 34001 Palencia, SpainOxygen is an important factor in the wine aging process, and the oxygen transmission rate (OTR) is the parameter of the wood that reflects its oxygen permeation. OTR has not been considered in the cooperage industry yet; however, recent studies proposed a nondestructive method for estimating the OTR of barrel staves, but an efficient method to combine these staves to build barrels with a desired OTR is needed to implement it in the industry. This article proposes artificial intelligence methods for selecting staves for the construction of barrel heads or bodies with a desired target OTR. Genetic algorithms were used to implement these methods in consideration of the known OTR of the staves and the geometry of the wine barrels. The proposed methods were evaluated in several scenarios: homogenizing the OTR of the actual constructed barrels, constructing low-OTR and high-OTR barrels based on a preclassification of the staves and implementing the proposed method in real cooperage conditions. The results of these experiments suggest the suitability of the proposed methods for their implementation in a cooperage in order to build controlled OTR barrels.https://www.mdpi.com/1420-3049/25/14/3312genetic algorithmactive packagingoxygen transmission ratecooperageprocess optimization
collection DOAJ
language English
format Article
sources DOAJ
author Víctor Martínez-Martínez
Ignacio Nevares
Maria del Alamo-Sanza
spellingShingle Víctor Martínez-Martínez
Ignacio Nevares
Maria del Alamo-Sanza
Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate
Molecules
genetic algorithm
active packaging
oxygen transmission rate
cooperage
process optimization
author_facet Víctor Martínez-Martínez
Ignacio Nevares
Maria del Alamo-Sanza
author_sort Víctor Martínez-Martínez
title Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate
title_short Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate
title_full Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate
title_fullStr Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate
title_full_unstemmed Artificial Intelligence Methods for Constructing Wine Barrels with a Controlled Oxygen Transmission Rate
title_sort artificial intelligence methods for constructing wine barrels with a controlled oxygen transmission rate
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2020-07-01
description Oxygen is an important factor in the wine aging process, and the oxygen transmission rate (OTR) is the parameter of the wood that reflects its oxygen permeation. OTR has not been considered in the cooperage industry yet; however, recent studies proposed a nondestructive method for estimating the OTR of barrel staves, but an efficient method to combine these staves to build barrels with a desired OTR is needed to implement it in the industry. This article proposes artificial intelligence methods for selecting staves for the construction of barrel heads or bodies with a desired target OTR. Genetic algorithms were used to implement these methods in consideration of the known OTR of the staves and the geometry of the wine barrels. The proposed methods were evaluated in several scenarios: homogenizing the OTR of the actual constructed barrels, constructing low-OTR and high-OTR barrels based on a preclassification of the staves and implementing the proposed method in real cooperage conditions. The results of these experiments suggest the suitability of the proposed methods for their implementation in a cooperage in order to build controlled OTR barrels.
topic genetic algorithm
active packaging
oxygen transmission rate
cooperage
process optimization
url https://www.mdpi.com/1420-3049/25/14/3312
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