Classification of intact acai (Euterpe oleracea Mart.) and jucara (Euterpe edulis Mart) fruits based on dry matter content by means of near infrared spectroscopy
被引:21
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作者:
Cunha Junior, Luis Carlos
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机构:
Univ Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, BrazilUniv Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, Brazil
Cunha Junior, Luis Carlos
[1
]
Nardini, Viviani
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h-index: 0
机构:
Univ Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, BrazilUniv Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, Brazil
Nardini, Viviani
[1
]
Khatiwada, Bed P.
论文数: 0引用数: 0
h-index: 0
机构:
Cent Queensland Univ, Plant Sci Grp, Rockhampton, Qld 4702, AustraliaUniv Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, Brazil
Khatiwada, Bed P.
[2
]
de Almeida Teixeira, Gustavo Henrique
论文数: 0引用数: 0
h-index: 0
机构:
Univ Estadual Paulista, Fac Ciencias Agr & Vet Jaboticabal, BR-14884900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, Brazil
de Almeida Teixeira, Gustavo Henrique
[3
]
Walsh, Kerry B.
论文数: 0引用数: 0
h-index: 0
机构:
Cent Queensland Univ, Plant Sci Grp, Rockhampton, Qld 4702, AustraliaUniv Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, Brazil
Walsh, Kerry B.
[2
]
机构:
[1] Univ Sao Paulo, FCFRP, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Ribeirao Preto, SP, Brazil
Acai;
Jucara;
Reflectance near infrared spectroscopy;
Partial Least Squares Regression;
Partial least squares-discriminant analysis;
Principal component analysis discriminant analysis;
NIR SPECTROSCOPY;
QUALITY;
D O I:
10.1016/j.foodcont.2014.09.046
中图分类号:
TS2 [食品工业];
学科分类号:
0832 ;
摘要:
The processing of acai (Euterpe oleracea Mart.) and jucara (Euterpe edulis Mart) fruit requires water addition for adequate pericarp extraction. Currently, the amount of added water is based on fruit moisture content as estimated using a convection oven method. In this study, diffuse reflectance FTNIR spectra (1000-2500 nm, 64 scans and spectral resolution of 8 cm(-1)) of intact gal and jucara fruit were used to discriminate fruit batches based on the dry matter (DM) content using mature fruit collected over two years. Spectra were collected of similar to 25 fruits per batch, placed on a 90 mm diameter glass dish in a single layer. The calibration set contained of 371 lots, while the prediction set consisted of 132 lots (of different locations, times). Spectra were subject to several pre-processing methods and models were developed using Partial Least Squares Regression (PLSR), Partial Least Squares-Discriminant Analysis (PLS-DA) and Principal Component Analysis Discriminant Analysis (PCA-DA). A PLSR model constructed using the wavelength range of 1382-1682 nm and full multiplicative scatter correction achieved a root mean square error for prediction on DM of 5.25% w/w with a ratio of the standard deviation of DM set to the bias corrected RMSEP of 1.5 on the test set. A PCA-DA model based on the same wavelength of region outperformed the PLS-DA method to segregate the test population into categories of high (>32 %DM) and low DM (<32% DM) with 74% accuracy achieved. The PCA-DA technique is recommended to the processing industry as a non-destructive and rapid method for optimisation of water added during processing using batch assess of fruit from incoming lots of fruits. (C) 2014 Elsevier Ltd. All rights reserved.
机构:
Univ Estadual Paulista, UNESP, Fac Ciencias Agr & Vet, Dept Prod Vegetal, BR-14884900 Sao Paulo, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias Agr & Vet, Dept Prod Vegetal, BR-14884900 Sao Paulo, Brazil
de A. Teixeira, Gustavo H.
Lopes, Valquiria G.
论文数: 0引用数: 0
h-index: 0
机构:
Empresa Brasileira Pesquisa Agr, Instrumentacao Agr, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias Agr & Vet, Dept Prod Vegetal, BR-14884900 Sao Paulo, Brazil
Lopes, Valquiria G.
Cunha Junior, Luis C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Ciencias Farmaceut Ribeirao Preto, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Sao Paulo, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias Agr & Vet, Dept Prod Vegetal, BR-14884900 Sao Paulo, Brazil
Cunha Junior, Luis C.
Pessoa, Jose D. C.
论文数: 0引用数: 0
h-index: 0
机构:
Empresa Brasileira Pesquisa Agr, Instrumentacao Agr, BR-13560970 Sao Carlos, SP, BrazilUniv Estadual Paulista, UNESP, Fac Ciencias Agr & Vet, Dept Prod Vegetal, BR-14884900 Sao Paulo, Brazil
机构:
Univ Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, BrazilUniv Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, Brazil
Cavalcanti Inacio, Maria Raquel
Gomes de Lima, Kassio Michell
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h-index: 0
机构:
Univ Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, BrazilUniv Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, Brazil
Gomes de Lima, Kassio Michell
Lopes, Valquiria Garcia
论文数: 0引用数: 0
h-index: 0
机构:
Empresa Brasileira Pesquisa Agropecuaria, Instrumentacao Agropecuaria, BR-13560970 Sao Paulo, BrazilUniv Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, Brazil
Lopes, Valquiria Garcia
Cruz Pessoa, Jose Dalton
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h-index: 0
机构:
Empresa Brasileira Pesquisa Agropecuaria, Instrumentacao Agropecuaria, BR-13560970 Sao Paulo, BrazilUniv Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, Brazil
Cruz Pessoa, Jose Dalton
de Almeida Teixeira, Gustavo Henrique
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Fac Ciencias Farmaceut Ribeirao Preto, Dept Anal Clin Toxicol & Bromatol, BR-14040903 Sao Paulo, BrazilUniv Fed Rio Grande do Norte, Inst Quim, Grp Pesquisa Quimiometria Aplicada, BR-59072970 Natal, RN, Brazil
机构:
Univ Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, BrazilUniv Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, Brazil
Sandra, Koizimi Leandro
Luis, Trevelin Carlos
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h-index: 0
机构:
Univ Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, BrazilUniv Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, Brazil
Luis, Trevelin Carlos
Cruz Jose, Pessoa Dalton
论文数: 0引用数: 0
h-index: 0
机构:
Empresa Brasileira Pesquisa Agr EMBRAPA, BR-13560970 Sao Paulo, BrazilUniv Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, Brazil
Cruz Jose, Pessoa Dalton
Carlos Luis, Cunha Junior
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Anal Clin Toxicol & Bromatol, Fac Ciencias Farmaceut Ribeirao Preto, BR-14040903 Sao Paulo, BrazilUniv Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, Brazil
Carlos Luis, Cunha Junior
de Almeida Gustavo, Teixeira Henrique
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sao Paulo, Dept Anal Clin Toxicol & Bromatol, Fac Ciencias Farmaceut Ribeirao Preto, BR-14040903 Sao Paulo, BrazilUniv Fed Sao Carlos UFSCAR, Programa Posgrad Biotecnol, BR-13565905 Sao Paulo, Brazil
de Almeida Gustavo, Teixeira Henrique
INTERNATIONAL JOURNAL OF FOOD SCIENCE AND TECHNOLOGY,
2013,
48
(12):
: 2514
-
2520
机构:
Semnan Univ Med Sci, Social Determinants Hlth Res Ctr, Sch Med, Semnan, IranSemnan Univ Med Sci, Social Determinants Hlth Res Ctr, Sch Med, Semnan, Iran