Feng Chao-Hui, Arai Hirofumi, Rodríguez-Pulido Francisco J
School of Regional Innovation and Social Design Engineering, Faculty of Engineering, Kitami Institute of Technology, 165 Koen-cho, Kitami, Sendai 090-8507, Japan.
RIKEN Centre for Advanced Photonics, RIKEN, 519-1399 Aramaki-Aoba, Aoba-ku, Sendai 980-0845, Japan.
Foods. 2022 Sep 10;11(18):2797. doi: 10.3390/foods11182797.
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 °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 (R2) of 0.73 with a root mean square error of calibration of 0.4283. Twelve feature wavelengths were selected with a comparable R2 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.
首次通过高光谱成像(350 - 1100纳米)结合响应面法(RSM)评估了在4℃储存16天后,用不同改性材料(大豆卵磷脂、大豆油、废弃橙皮中的橙提取物(OE)、盐水中的乳酸以及处理时间)填充天然猪肠衣的香肠的pH值。建立了偏最小二乘回归(PLSR)模型,将光谱与香肠的pH值关联起来。采用了包括一阶导数、二阶导数、多元散射校正(MSC)、标准正态变量(SNV)、归一化等不同组合的光谱预处理方法来提高模型性能。RSM表明,只有大豆卵磷脂和OE对香肠的pH值有交互影响(p < 0.05)。当肠衣用较高浓度的大豆卵磷脂和0.26%的OE处理时,pH值降低。由于一阶导数和二阶导数常用于消除基线漂移,在全波长范围内经一阶导数预处理吸光度得到的PLSR模型,其校准决定系数(R²)为0.73,校准均方根误差为0.4283。与全波长相比,选择了12个具有可比R²值的特征波长。预测图能够直观显示填充添加了OE的改性肠衣的香肠的pH值变化情况。