Application of artificial neural networks in the study of Mozzarella cheese salting

Detalhes bibliográficos
Autor(a) principal: OLIVEIRA,Talita Fogaça de
Data de Publicação: 2021
Outros Autores: CLEMENTE,Marco Aurélio Jeanegitz, GALVAN,Diego, FIX,Gustavo, MANTOVANI,Ana Carolina Gomes, MOREIRA,Ivanira, ANDRELLO,Avacir Casanova, ANGILELLI,Karina Benassi, BORSATO,Dionísio
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Food Science and Technology (Campinas)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612021000500375
Resumo: Abstract A highly efficient tool that has stood out in data processing and treatment is Artificial Neural Networks (ANNs). Self-organized maps (SOM), which is a type of ANNs, are easy-to-view computational models that simulate information processing and knowledge acquisition. Applying this tool, we analyzed the behavior of the film formed on the mozzarella cheese surface when subjected to salting by immersion. In order to reduce the amount of NaCl in the food, KCl was used as a partial substitute in adequate amounts, without causing sensory changes in the cheese. The diffusion of salts in the brine is caused by the transfer of sodium and potassium ions, induced by concentration gradient of these salts inside and outside the food. The application of artificial neural networks proved to be an effective tool in the evaluation of the influence of the film on the diffusion process of Na+ and K+ ions, in the mozzarella cheese salting.
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spelling Application of artificial neural networks in the study of Mozzarella cheese saltingself-organized mapssalts diffusionstatic brinedynamic brineAbstract A highly efficient tool that has stood out in data processing and treatment is Artificial Neural Networks (ANNs). Self-organized maps (SOM), which is a type of ANNs, are easy-to-view computational models that simulate information processing and knowledge acquisition. Applying this tool, we analyzed the behavior of the film formed on the mozzarella cheese surface when subjected to salting by immersion. In order to reduce the amount of NaCl in the food, KCl was used as a partial substitute in adequate amounts, without causing sensory changes in the cheese. The diffusion of salts in the brine is caused by the transfer of sodium and potassium ions, induced by concentration gradient of these salts inside and outside the food. The application of artificial neural networks proved to be an effective tool in the evaluation of the influence of the film on the diffusion process of Na+ and K+ ions, in the mozzarella cheese salting.Sociedade Brasileira de Ciência e Tecnologia de Alimentos2021-06-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612021000500375Food Science and Technology v.41 suppl.1 2021reponame:Food Science and Technology (Campinas)instname:Sociedade Brasileira de Ciência e Tecnologia de Alimentos (SBCTA)instacron:SBCTA10.1590/fst.18320info:eu-repo/semantics/openAccessOLIVEIRA,Talita Fogaça deCLEMENTE,Marco Aurélio JeanegitzGALVAN,DiegoFIX,GustavoMANTOVANI,Ana Carolina GomesMOREIRA,IvaniraANDRELLO,Avacir CasanovaANGILELLI,Karina BenassiBORSATO,Dionísioeng2022-03-23T00:00:00Zoai:scielo:S0101-20612021000500375Revistahttp://www.scielo.br/ctaONGhttps://old.scielo.br/oai/scielo-oai.php||revista@sbcta.org.br1678-457X0101-2061opendoar:2022-03-23T00:00Food Science and Technology (Campinas) - Sociedade Brasileira de Ciência e Tecnologia de Alimentos (SBCTA)false
dc.title.none.fl_str_mv Application of artificial neural networks in the study of Mozzarella cheese salting
title Application of artificial neural networks in the study of Mozzarella cheese salting
spellingShingle Application of artificial neural networks in the study of Mozzarella cheese salting
OLIVEIRA,Talita Fogaça de
self-organized maps
salts diffusion
static brine
dynamic brine
title_short Application of artificial neural networks in the study of Mozzarella cheese salting
title_full Application of artificial neural networks in the study of Mozzarella cheese salting
title_fullStr Application of artificial neural networks in the study of Mozzarella cheese salting
title_full_unstemmed Application of artificial neural networks in the study of Mozzarella cheese salting
title_sort Application of artificial neural networks in the study of Mozzarella cheese salting
author OLIVEIRA,Talita Fogaça de
author_facet OLIVEIRA,Talita Fogaça de
CLEMENTE,Marco Aurélio Jeanegitz
GALVAN,Diego
FIX,Gustavo
MANTOVANI,Ana Carolina Gomes
MOREIRA,Ivanira
ANDRELLO,Avacir Casanova
ANGILELLI,Karina Benassi
BORSATO,Dionísio
author_role author
author2 CLEMENTE,Marco Aurélio Jeanegitz
GALVAN,Diego
FIX,Gustavo
MANTOVANI,Ana Carolina Gomes
MOREIRA,Ivanira
ANDRELLO,Avacir Casanova
ANGILELLI,Karina Benassi
BORSATO,Dionísio
author2_role author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv OLIVEIRA,Talita Fogaça de
CLEMENTE,Marco Aurélio Jeanegitz
GALVAN,Diego
FIX,Gustavo
MANTOVANI,Ana Carolina Gomes
MOREIRA,Ivanira
ANDRELLO,Avacir Casanova
ANGILELLI,Karina Benassi
BORSATO,Dionísio
dc.subject.por.fl_str_mv self-organized maps
salts diffusion
static brine
dynamic brine
topic self-organized maps
salts diffusion
static brine
dynamic brine
description Abstract A highly efficient tool that has stood out in data processing and treatment is Artificial Neural Networks (ANNs). Self-organized maps (SOM), which is a type of ANNs, are easy-to-view computational models that simulate information processing and knowledge acquisition. Applying this tool, we analyzed the behavior of the film formed on the mozzarella cheese surface when subjected to salting by immersion. In order to reduce the amount of NaCl in the food, KCl was used as a partial substitute in adequate amounts, without causing sensory changes in the cheese. The diffusion of salts in the brine is caused by the transfer of sodium and potassium ions, induced by concentration gradient of these salts inside and outside the food. The application of artificial neural networks proved to be an effective tool in the evaluation of the influence of the film on the diffusion process of Na+ and K+ ions, in the mozzarella cheese salting.
publishDate 2021
dc.date.none.fl_str_mv 2021-06-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612021000500375
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612021000500375
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/fst.18320
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Sociedade Brasileira de Ciência e Tecnologia de Alimentos
publisher.none.fl_str_mv Sociedade Brasileira de Ciência e Tecnologia de Alimentos
dc.source.none.fl_str_mv Food Science and Technology v.41 suppl.1 2021
reponame:Food Science and Technology (Campinas)
instname:Sociedade Brasileira de Ciência e Tecnologia de Alimentos (SBCTA)
instacron:SBCTA
instname_str Sociedade Brasileira de Ciência e Tecnologia de Alimentos (SBCTA)
instacron_str SBCTA
institution SBCTA
reponame_str Food Science and Technology (Campinas)
collection Food Science and Technology (Campinas)
repository.name.fl_str_mv Food Science and Technology (Campinas) - Sociedade Brasileira de Ciência e Tecnologia de Alimentos (SBCTA)
repository.mail.fl_str_mv ||revista@sbcta.org.br
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