Cargando…

A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream

This study deals with the mathematical modeling of crystallization kinetics occurring during batch production of the ice cream. The temperature decrease was recorded in-situ through a computerized wireless system. A robust pattern-recognition algorithm of the experimental cooling curves was develope...

Descripción completa

Detalles Bibliográficos
Autores principales: Giudici, Paolo, Baiano, Antonietta, Chiari, Paola, De Vero, Luciana, Ghanbarzadeh, Babak, Falcone, Pasquale Massimiliano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7913915/
https://www.ncbi.nlm.nih.gov/pubmed/33557201
http://dx.doi.org/10.3390/foods10020334
_version_ 1783656913504829440
author Giudici, Paolo
Baiano, Antonietta
Chiari, Paola
De Vero, Luciana
Ghanbarzadeh, Babak
Falcone, Pasquale Massimiliano
author_facet Giudici, Paolo
Baiano, Antonietta
Chiari, Paola
De Vero, Luciana
Ghanbarzadeh, Babak
Falcone, Pasquale Massimiliano
author_sort Giudici, Paolo
collection PubMed
description This study deals with the mathematical modeling of crystallization kinetics occurring during batch production of the ice cream. The temperature decrease was recorded in-situ through a computerized wireless system. A robust pattern-recognition algorithm of the experimental cooling curves was developed to determine the initial freezing point. The theoretical freezing point was used to calibrate the whole time-temperature profile. Finally, a modified Gompertz’s function was used to describe the main steps of crystallization kinetics. Derivative analysis of the Gompertz’s function allowed to determine the time-temperature physical markers of dynamic nucleation, ice crystal growth and air whipping. Composition and freezing properties were used as input variables in multivariate analysis to classification purposes of the ice cream mixtures as a function of their ability to produce high-quality ice cream. The numerical analysis of the whole cooling curve was used to build predictive models of the ice cream quality indices.
format Online
Article
Text
id pubmed-7913915
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-79139152021-02-28 A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream Giudici, Paolo Baiano, Antonietta Chiari, Paola De Vero, Luciana Ghanbarzadeh, Babak Falcone, Pasquale Massimiliano Foods Article This study deals with the mathematical modeling of crystallization kinetics occurring during batch production of the ice cream. The temperature decrease was recorded in-situ through a computerized wireless system. A robust pattern-recognition algorithm of the experimental cooling curves was developed to determine the initial freezing point. The theoretical freezing point was used to calibrate the whole time-temperature profile. Finally, a modified Gompertz’s function was used to describe the main steps of crystallization kinetics. Derivative analysis of the Gompertz’s function allowed to determine the time-temperature physical markers of dynamic nucleation, ice crystal growth and air whipping. Composition and freezing properties were used as input variables in multivariate analysis to classification purposes of the ice cream mixtures as a function of their ability to produce high-quality ice cream. The numerical analysis of the whole cooling curve was used to build predictive models of the ice cream quality indices. MDPI 2021-02-04 /pmc/articles/PMC7913915/ /pubmed/33557201 http://dx.doi.org/10.3390/foods10020334 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Giudici, Paolo
Baiano, Antonietta
Chiari, Paola
De Vero, Luciana
Ghanbarzadeh, Babak
Falcone, Pasquale Massimiliano
A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream
title A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream
title_full A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream
title_fullStr A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream
title_full_unstemmed A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream
title_short A Mathematical Modeling of Freezing Process in the Batch Production of Ice Cream
title_sort mathematical modeling of freezing process in the batch production of ice cream
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7913915/
https://www.ncbi.nlm.nih.gov/pubmed/33557201
http://dx.doi.org/10.3390/foods10020334
work_keys_str_mv AT giudicipaolo amathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT baianoantonietta amathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT chiaripaola amathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT deveroluciana amathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT ghanbarzadehbabak amathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT falconepasqualemassimiliano amathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT giudicipaolo mathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT baianoantonietta mathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT chiaripaola mathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT deveroluciana mathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT ghanbarzadehbabak mathematicalmodelingoffreezingprocessinthebatchproductionoficecream
AT falconepasqualemassimiliano mathematicalmodelingoffreezingprocessinthebatchproductionoficecream