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Determination of metmyoglobin in cooked tan mutton using Vis/NIR hyperspectral imaging system

偏最小二乘回归 校准 均方误差 数学 高光谱成像 离群值 均方根 决定系数 相关系数 交叉验证 试验装置 统计 分析化学(期刊) 化学 人工智能 色谱法 计算机科学 物理 量子力学
作者
Ruirui Yuan,Guishan Liu,Jianguo He,Chao Ma,Lijuan Cheng,Naiyun Fan,Jingjing Ban,Yue Li,Yourui Sun
出处
期刊:Journal of Food Science [Wiley]
卷期号:85 (5): 1403-1410 被引量:31
标识
DOI:10.1111/1750-3841.15137
摘要

Abstract In this study, the ENVI 4.6 software was used to obtain the spectral reflection value of samples. The outlier samples were eliminated by the Monte Carlo method, and then SPXY (sample set partitioning based on be x – y distances) was used to divide the calibration set and prediction set. The spectral images were pretreated and characteristic wavelengths were extracted. The spectral models of full and pretreated spectra and characteristic bands were established by partial least squares regression (PLSR) and principle component regression (PCR), and the optimal modeling combination was selected. The results showed that the modeling effect of the original spectrum was the best. In full‐PLSR model, the determination coefficient of the calibration set (Rc 2 ), the determination coefficient of prediction set (Rp 2 ), and the determination coefficient of interactive verification set (Rcv 2 ) were 0.8804, 0.7375, and 0.7422, and root‐mean‐square error of calibration set (RMSEC), root‐mean‐square error of prediction (RMSEP), and root mean square error of interactive validation set (RMSECV) were 2.3630, 2.9607, and 3.4209, respectively. PLSR and PCR models were established to obtain the optimal models of CARS‐PLSR and PCR‐PLSR. In the CARS‐PLSR model, the Rc 2 , Rp 2 , and Rcv 2 were 0.9135, 0.7654, and 0.8171, respectively, while RMSEC, RMSEP, and RMSECV were 2.0275, 2.9306, and 2.9262, respectively. In the iRF‐PCR model, Rc 2 , Rp 2 , and Rcv 2 were 0.7952, 0.7372, and 0.7280, respectively, while RMSEC, RMSEP, and RMSECV were 3.0207, 2.8278, and 3.4288, respectively. This study has demonstrated that visible and near‐infrared hyperspectral imaging system can rapidly predict the content of metmyoglobin in cooked tan mutton. Practical Application This study has demonstrated that visible and near‐infrared (Vis/NIR) hyperspectral imaging system can rapidly predict the content of MetMb in cooked tan mutton. With the advantages of nondestructive, rapid, real‐time, Vis/NIR, hyperspectral imaging system can be widely expanded and applied to the detection of myoglobin in meat to evaluate the color of meat.
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