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通过高光谱成像结合光谱和颜色数据对发酵谷物中的总酸和还原糖含量进行无损可视化和定量分析。

Nondestructive visualization and quantification of total acid and reducing sugar contents in fermented grains by combining spectral and color data through hyperspectral imaging.

作者信息

Jiang Xinna, Tian Jianping, Huang Haoping, Hu Xinjun, Han Lipeng, Huang Dan, Luo Huibo

机构信息

School of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.

School of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.

出版信息

Food Chem. 2022 Aug 30;386:132779. doi: 10.1016/j.foodchem.2022.132779. Epub 2022 Mar 23.

Abstract

Total acid content (TAC) and reducing sugar content (RSC) are important evaluation indicators for the quality of fermented grains. In this study, the TAC and RSC of fermented grains were quantified using hyperspectral imaging (HSI). Two combined algorithms were used to extract the characteristic wavelengths of TAC and RSC. Nine color features of fermented grains were extracted based on H, S and V color channels. Multivariate analytical models were developed to predict TAC and RSC using full wavelengths, characteristic wavelengths, color features and fused data, respectively. The CF model established based on characteristic wavelengths extracted by CARS-SPA showed the best results in predicting TAC. Meanwhile, the PSO-SVR model built using fused data was the best model for predicting RSC. The visualization of the TAC and RSC was achieved using the optimal models. These results show that HSI can achieve non-destructive detection and visualization of TAC and RSC in fermented grains.

摘要

总酸含量(TAC)和还原糖含量(RSC)是发酵谷物品质的重要评价指标。本研究采用高光谱成像(HSI)对发酵谷物的TAC和RSC进行定量分析。使用两种组合算法提取TAC和RSC的特征波长。基于H、S和V颜色通道提取了发酵谷物的九种颜色特征。分别利用全波长、特征波长、颜色特征和融合数据建立多元分析模型来预测TAC和RSC。基于CARS-SPA提取的特征波长建立的CF模型在预测TAC方面表现最佳。同时,使用融合数据构建的PSO-SVR模型是预测RSC的最佳模型。利用最优模型实现了TAC和RSC的可视化。这些结果表明,高光谱成像能够实现对发酵谷物中TAC和RSC的无损检测与可视化。

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