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

Detalhes bibliográficos
Autor(a) principal: Alvarenga, Nuno
Data de Publicação: 2008
Outros Autores: Silva, Paula, Rodriguez Garcia, José, Sousa, Isabel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.5/4256
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 (Ga=Gk) 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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spelling Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical dataewe's cheesemultiple linear regressionripeningrheologyproteolysisRaw 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 (Ga=Gk) 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).Journal of Dairy ResearchRepositório da Universidade de LisboaAlvarenga, NunoSilva, PaulaRodriguez Garcia, JoséSousa, Isabel2012-04-19T15:12:34Z20082008-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.5/4256eng"Journal of Dairy Research". ISSN 0022-0299. 75 (2008) 233-2390022-0299info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-06T14:35:15Zoai:www.repository.utl.pt:10400.5/4256Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:51:57.351590Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
title Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
spellingShingle Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
Alvarenga, Nuno
ewe's cheese
multiple linear regression
ripening
rheology
proteolysis
title_short 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_sort Estimation of Serpa cheese ripening time using multiple linear regression (MLR) considering rheological, physical and chemical data
author Alvarenga, Nuno
author_facet Alvarenga, Nuno
Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
author_role author
author2 Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Alvarenga, Nuno
Silva, Paula
Rodriguez Garcia, José
Sousa, Isabel
dc.subject.por.fl_str_mv ewe's cheese
multiple linear regression
ripening
rheology
proteolysis
topic ewe's cheese
multiple linear regression
ripening
rheology
proteolysis
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 (Ga=Gk) 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).
publishDate 2008
dc.date.none.fl_str_mv 2008
2008-01-01T00:00:00Z
2012-04-19T15:12:34Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.5/4256
url http://hdl.handle.net/10400.5/4256
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv "Journal of Dairy Research". ISSN 0022-0299. 75 (2008) 233-239
0022-0299
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Journal of Dairy Research
publisher.none.fl_str_mv Journal of Dairy Research
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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