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Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data

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Resumo:Raw ewes' milk semi-soft cheeses (RESS-cheeses) are important products in Portugal and in several European regions. Creamy texture is an essential attribute of these cheeses, which results from structural properties that are not always well characterized. Here, the structural changes occurring during the ripening period of a traditional RESS-cheese, known as Serpa cheese, were analysed through small amplitude oscillatory shear (SAOS). Rheological data was complemented with other physical and chemical parameters, that were monitored during ripening, in order to estimate Serpa cheese ripening time using multiple linear regression (MLR). Mechanical spectra indicated a relatively strong structure, comparable to a gel, with a low dependence on frequency at the beginning of ripening and a weak structure, comparable to a concentrated suspension, with a crossing point (G″=G′) at the left of the graphic and with both moduli highly dependent on frequency, at the end of ripening. Good correlations (P<0·05) were obtained between structural (hardness and storage modulus) and proteolysis indicators. Using a combination of chemical, colour and rheological parameters we were able to obtain a multiple linear regression (MLR) which allows the estimation of Serpa cheese ripening time with an estimation error of 1·7 d (adjusted R2=0·98, P<0·0001).
Autores principais:Silva, Paula
Outros Autores:Rodriguez Garcia, José; Sousa, Isabel; Alvarenga, Nuno
Assunto:Ewe cheese Multiple linear regression Estimation Ripening Rheology Proteolysis
Ano:2008
País:Portugal
Tipo de documento:artigo
Tipo de acesso:acesso aberto
Instituição associada:Instituto Politécnico de Beja
Idioma:inglês
Origem:Repositório Institucional do IPBeja
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author Silva, Paula
author2 Rodriguez Garcia, José
Sousa, Isabel
Alvarenga, Nuno
author2_role author
author
author
author_facet Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
Alvarenga, Nuno
author_role author
country_str PT
creators_json_txt [{\"Person.name\":\"Silva, Paula\"},{\"Person.name\":\"Rodriguez Garcia, José\"},{\"Person.name\":\"Sousa, Isabel\"},{\"Person.name\":\"Alvarenga, Nuno\"}]
datacite.creators.creator.creatorName.fl_str_mv Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
Alvarenga, Nuno
datacite.date.Accepted.fl_str_mv 2008-05-01T00:00:00Z
datacite.date.available.fl_str_mv 2013-11-13T14:24:18Z
2008-05-01T00:00:00Z
datacite.rights.fl_str_mv http://purl.org/coar/access_right/c_abf2
datacite.subjects.subject.fl_str_mv Ewe cheese
Multiple linear regression
Estimation
Ripening
Rheology
Proteolysis
datacite.titles.title.fl_str_mv Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
dc.creator.none.fl_str_mv Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
Alvarenga, Nuno
dc.date.Accepted.fl_str_mv 2008-05-01T00:00:00Z
dc.date.available.fl_str_mv 2013-11-13T14:24:18Z
2008-05-01T00:00:00Z
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv http://hdl.handle.net/20.500.12207/558
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv Cambridge
dc.rights.none.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.subject.none.fl_str_mv Ewe cheese
Multiple linear regression
Estimation
Ripening
Rheology
Proteolysis
dc.title.fl_str_mv Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
dc.type.none.fl_str_mv http://purl.org/coar/resource_type/c_6501
description Raw ewes' milk semi-soft cheeses (RESS-cheeses) are important products in Portugal and in several European regions. Creamy texture is an essential attribute of these cheeses, which results from structural properties that are not always well characterized. Here, the structural changes occurring during the ripening period of a traditional RESS-cheese, known as Serpa cheese, were analysed through small amplitude oscillatory shear (SAOS). Rheological data was complemented with other physical and chemical parameters, that were monitored during ripening, in order to estimate Serpa cheese ripening time using multiple linear regression (MLR). Mechanical spectra indicated a relatively strong structure, comparable to a gel, with a low dependence on frequency at the beginning of ripening and a weak structure, comparable to a concentrated suspension, with a crossing point (G″=G′) at the left of the graphic and with both moduli highly dependent on frequency, at the end of ripening. Good correlations (P<0·05) were obtained between structural (hardness and storage modulus) and proteolysis indicators. Using a combination of chemical, colour and rheological parameters we were able to obtain a multiple linear regression (MLR) which allows the estimation of Serpa cheese ripening time with an estimation error of 1·7 d (adjusted R2=0·98, P<0·0001).
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eu_rights_str_mv openAccess
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id ripb_20f9ff599f6736bb600d89a47fa8b7f8
identifier.url.fl_str_mv http://hdl.handle.net/20.500.12207/558
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institution Instituto Politécnico de Beja
instname_str Instituto Politécnico de Beja
language eng
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oai_identifier_str oai:repositorio.ipbeja.pt:20.500.12207/558
organization_str_mv urn:organizationAcronym:ipb
person_str_mv Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
Alvarenga, Nuno
publishDate 2008
publisher.none.fl_str_mv Cambridge
reponame_str Repositório Institucional do IPBeja
repository_id_str urn:repositoryAcronym:ripb
service_str_mv urn:repositoryAcronym:ripb
spelling porRaw ewes' milk semi-soft cheeses (RESS-cheeses) are important products in Portugal and in several European regions. Creamy texture is an essential attribute of these cheeses, which results from structural properties that are not always well characterized. Here, the structural changes occurring during the ripening period of a traditional RESS-cheese, known as Serpa cheese, were analysed through small amplitude oscillatory shear (SAOS). Rheological data was complemented with other physical and chemical parameters, that were monitored during ripening, in order to estimate Serpa cheese ripening time using multiple linear regression (MLR). Mechanical spectra indicated a relatively strong structure, comparable to a gel, with a low dependence on frequency at the beginning of ripening and a weak structure, comparable to a concentrated suspension, with a crossing point (G″=G′) at the left of the graphic and with both moduli highly dependent on frequency, at the end of ripening. Good correlations (P<0·05) were obtained between structural (hardness and storage modulus) and proteolysis indicators. Using a combination of chemical, colour and rheological parameters we were able to obtain a multiple linear regression (MLR) which allows the estimation of Serpa cheese ripening time with an estimation error of 1·7 d (adjusted R2=0·98, P<0·0001).application/pdfengCambridgeporEstimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical dataSilva, PaulaRodriguez Garcia, JoséSousa, IsabelAlvarenga, NunoHandlehttp://hdl.handle.net/20.500.12207/558ISSNIsPartOf1469-76292013-11-13T14:24:18Z2008-05-01T00:00:00Z2008-05-01T00:00:00Z2008-05http://purl.org/coar/access_right/c_abf2open accessporEwe cheeseporMultiple linear regressionporEstimationporRipeningporRheologyporProteolysis504903 byteshttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://repositorio.ipbeja.pt/bitstreams/0141bd05-de12-435b-bff8-4431efe002be/downloadliteraturehttp://purl.org/coar/resource_type/c_6501journal article
spellingShingle Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
Silva, Paula
Ewe cheese
Multiple linear regression
Estimation
Ripening
Rheology
Proteolysis
status SINGLETON
subject.fl_str_mv Ewe cheese
Multiple linear regression
Estimation
Ripening
Rheology
Proteolysis
title Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
title_full Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
title_fullStr Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
title_full_unstemmed Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
title_short Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
title_sort Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
topic Ewe cheese
Multiple linear regression
Estimation
Ripening
Rheology
Proteolysis
topic_facet Ewe cheese
Multiple linear regression
Estimation
Ripening
Rheology
Proteolysis
url http://hdl.handle.net/20.500.12207/558
visible 1