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发展高光谱成像技术与化学计量学分析相结合,监测 K 值以评估鱼片的化学变质。

Development of hyperspectral imaging coupled with chemometric analysis to monitor K value for evaluation of chemical spoilage in fish fillets.

机构信息

College of Light Industry and Food Sciences, South China University of Technology, Guangzhou 510641, China.

College of Light Industry and Food Sciences, South China University of Technology, Guangzhou 510641, China; Food Refrigeration and Computerized Food Technology, Agriculture and Food Science Centre, University College Dublin, National University of Ireland, Belfield, Dublin 4, Ireland.

出版信息

Food Chem. 2015 Oct 15;185:245-53. doi: 10.1016/j.foodchem.2015.03.111. Epub 2015 Apr 2.

Abstract

K value is an important freshness index widely used for indication of nucleotide degradation and assessment of chemical spoilage. The feasibility of hyperspectral imaging (400-1000 nm) for determination of K value in grass carp and silver carp fillets was investigated. Partial least square (PLS) regression and least square support vector machines (LS-SVM) models established using full wavelengths showed excellent performances and the PLS model was better with higher determination coefficients of prediction (R(2)P = 0.936) and lower root mean square errors of prediction (RMSEP = 5.21%). The simplified PLS and LS-SVM models using the seven optimal wavelengths selected by successive projections algorithm (SPA) also presented good performances. The spatial distribution map of K value was generated by transferring the SPA-PLS model to each pixel of the images. The current study showed the suitability of using hyperspectral imaging to determine K value for evaluation of chemical spoilage and freshness of fish fillets.

摘要

K 值是一个广泛用于指示核苷酸降解和评估化学变质的重要新鲜度指标。本研究旨在探讨利用高光谱成像(400-1000nm)测定草鱼和白鲢鱼片 K 值的可行性。使用全波长建立的偏最小二乘(PLS)回归和最小二乘支持向量机(LS-SVM)模型表现出优异的性能,其中 PLS 模型更好,具有更高的预测决定系数(R²P=0.936)和更低的预测均方根误差(RMSEP=5.21%)。通过连续投影算法(SPA)选择的七个最佳波长简化的 PLS 和 LS-SVM 模型也表现出良好的性能。通过将 SPA-PLS 模型转换到图像的每个像素,生成了 K 值的空间分布图。本研究表明,高光谱成像适用于测定 K 值,以评估鱼片的化学变质和新鲜度。

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