Determination of starch content in adulterated fresh cheese using hyperspectral imaging

被引:69
作者
Barreto, Abel [1 ]
Cruz-Tiradoa, J. P. [1 ]
Siche, Raul [1 ]
Quevedo, Roberto [2 ]
机构
[1] Univ Nacl Trujillo, Fac Ciencias Agr, Escuela Ingn Agroind, Ave Juan Pablo 2 S-N, Trujillo, Peru
[2] Univ Los Lagos, FITOGEN Program, Dept Acuicultura & Recursos Agroalimentarios, Osorno, Chile
关键词
Cheese; Hyperspectral image; Adulteration in foods; Non-destructive technique; Linear regression; FOOD QUALITY; MICROSTRUCTURE; ANTHRONE; MOISTURE; MELAMINE; SAFETY; TOOL;
D O I
10.1016/j.fbio.2017.10.009
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The aim of this study was to measure the starch content in adulterated fresh cheese using hyperspectral imaging technique. Adulterated fresh cheese was prepared using concentrations of starch of 0.055-12.705 mg g(-1) (0.0055-1.2705%); subsequently, hyperspectral imaging in the range of 200-1000 nm, distributed in 101 bands were acquired. The modeling of starch content was performed by the method of partial least squares regression (PLSR). A correlation coefficient (R-2) of 0.9915 and a Root Mean Square Error of cross-validation (RMSECV) of 0.3979 was obtained. With five latent variables, a correlation coefficient of validation (R-2) of 0.8321 and a RMSEP of 1.3515 was obtained for a reduced model.
引用
收藏
页码:14 / 19
页数:6
相关论文
共 33 条
[1]   NIR hyperspectral imaging as non-destructive evaluation tool for the recognition of fresh and frozen-thawed porcine longissimus dorsi muscles [J].
Barbin, Douglas F. ;
Sun, Da-Wen ;
Su, Chao .
INNOVATIVE FOOD SCIENCE & EMERGING TECHNOLOGIES, 2013, 18 :226-236
[2]  
Calderón-Rangel Alfonso, 2013, Orinoquia, V17, P202
[3]   Effect of octenyl succinylated waxy starch as a fat mimetic on texture, microstructure and physicochemical properties of Minas fresh cheese [J].
Diamantino, Vivian Ribeiro ;
Beraldo, Fernanda Arantes ;
Sunakozawa, Tassila Nakata ;
Barretto Penna, Ana Lucia .
LWT-FOOD SCIENCE AND TECHNOLOGY, 2014, 56 (02) :356-362
[4]   Image analysis operations applied to hyperspectral images for non-invasive sensing of food quality - A comprehensive review [J].
ElMasry, Gamal M. ;
Nakauchi, Shigeki .
BIOSYSTEMS ENGINEERING, 2016, 142 :53-82
[5]   Hyperspectral imaging for nondestructive determination of some quality attributes for strawberry [J].
ElMasry, Garnal ;
Wang, Ning ;
ElSayed, Adel ;
Ngadi, Michael .
JOURNAL OF FOOD ENGINEERING, 2007, 81 (01) :98-107
[6]  
FAO, 2001, 2212001 FAO CODEX ST
[7]  
FAO/ OMS, 2000, INF GRUP TRAB ORG FI
[8]  
FAO/ WHO, 2007, 30 FAOWHO
[9]  
Feligini M, 2005, FOOD TECHNOL BIOTECH, V43, P91
[10]   Detection of melamine in milk powders based on NIR hyperspectral imaging and spectral similarity analyses [J].
Fu, Xiaping ;
Kim, Moon S. ;
Chao, Kuanglin ;
Qin, Jianwei ;
Lim, Jongguk ;
Lee, Hoyoung ;
Garrido-Varo, Ana ;
Perez-Marin, Dolores ;
Ying, Yibin .
JOURNAL OF FOOD ENGINEERING, 2014, 124 :97-104