Application of artificial neural networks in the study of Mozzarella cheese salting
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , , , , , |
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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Food Science and Technology (Campinas) |
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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 |
_version_ |
1752126328637751296 |