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...
Autores principales: | , , , , , |
---|---|
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 |