Evaluation of pH in Sausages Stuffed in a Modified Casing with Orange Extracts by Hyperspectral Imaging Coupled with Response Surface Methodology

被引:7
作者
Feng, Chao-Hui [1 ,2 ]
Arai, Hirofumi [1 ]
Rodriguez-Pulido, Francisco J. [3 ]
机构
[1] Kitami Inst Technol, Sch Reg Innovat & Social Design Engn, Fac Engn, 165 Koen Cho, Sendai, Hokkaido 0908507, Japan
[2] RIKEN, RIKEN Ctr Adv Photon, Aoba Ku, 519-1399 Aramaki Aoba, Sendai, Miyagi 9800845, Japan
[3] Univ Seville, Fac Farm, Food Colour & Qual Lab, Seville 41012, Spain
关键词
casing modification; orange extracts; hyperspectral imaging; response surface methodology; partial least squares regression; ASSISTED EXTRACTION; BREAST FILLETS; QUALITY; PREDICTION; OPTIMIZATION; ATTRIBUTES; MOISTURE; FEATURES; FRESH; MODEL;
D O I
10.3390/foods11182797
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The pH values of sausages stuffed in natural hog casings with different modifications (soy lecithin, soy oil, orange extracts (OE) from waste orange peels, lactic acid in slush salt, and treatment time) after 16-day 4 degrees C storage were evaluated for the first time by hyperspectral imaging (350-1100 nm) coupled with response surface methodology (RSM). A partial least squares regression (PLSR) model was developed to relate the spectra to the pH of sausages. Spectral pretreatment, including first derivative, second derivative, multiplicative scatter correction (MSC), standard normal variate (SNV), normalization, and normalization, with different combinations was employed to improve model performance. RSM showed that only soy lecithin and OE interactively affected the pH of sausages (p < 0.05). The pH value decreased when the casing was treated with a higher concentration of soy lecithin with 0.26% OE. As the first and second derivatives are commonly used to eliminate the baseline shift, the PLSR model derived from absorbance pretreated by the first derivative in the full wavelengths showed a calibration coefficient of determination (R-2) of 0.73 with a root mean square error of calibration of 0.4283. Twelve feature wavelengths were selected with a comparable R-2 value compared with the full wavelengths. The prediction map enables the visualization of the pH evolution of sausages stuffed in the modified casings added with OE.
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页数:15
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