荧光光谱结合化学计量学原酒鉴别方法的建立及其在小曲清香酒中的应用
Establisment of original liquor discrimination of fluorescence spectroscopy combined with chemometric analysis and its application in xiaoqu mild-flavor liquors
原酒质量控制和等级鉴定是提高成品酒质量的重要环节。本研究精心收集了209个不同等级的原酒样品。这些酒样的等级由感官品评得到,这是目前各大白酒厂普遍采用的分级方法。对酒样进行三维荧光扫描,得到相应的激发发射矩阵(EEM)。分别采用主成分分析(PCA)、离散余弦变换(DCT)、快速独立主成分分析(Fast-ICA)对光谱进行降维,使用线性判别分析(LDA)和支持向量机(SVM)进行分类。结果表明,该方法能够建立快速、省力的白酒质量鉴别模型,经主成分分析降维结合支持向量机分类得到的三个原酒等级准确率最高,训练集准确率为89.81%,测试集准确率为84.62%。能够很好地满足原酒快速分级的需要。模型经过五折交叉验证,其准确率为81.53%,证明模型具有足够的稳定性。同时,光谱与化学计量学分析相结合的方法也为许多传统检测方法的更新提供了思路。
Original liquor quality control and grade identification is important for the quality improvement of finished liquor. In this study, a total of 209 samples of original Chinese mild-flavor liquors with different grades were carefully collected. The grading of these samples was derived from sensory tasting, which is currently the common grading method in major liquor factory. These samples were scanned by three-dimensional fluorescence to obtain the excitation emission matrices (EEM). Principal component analysis (PCA), discrete cosine transform (DCT) and fast independent component analysis (Fast-ICA) are used to reduce the dimension of the spectrum, and linear discriminant analysis (LDA) and support vector machine (SVM) are used for classification. In general, it was found that a fast and man-saving model for quality identification of original liquor was obtained, theclassification accuracy of the original liquor obtained by the SVM method after PCA dimensionality reduction was the highest, the training set accuracy was 89.81%, and the test set accuracy was 84.62%, which can well meet the need for rapid grading of original liquor. The model has undergone five-fold cross-validation (CV), and the CV accuracy is 81.53%, which proves that the model is sufficiently stable. At the same time, the method of spectrum combined with chemometrics analysis also provides an idea for the renewal of many traditional detection methods.
丁林志、孟铄、孙雍容、杨海麟、程祥
食品工业
三维荧光光谱化学计量学小曲酒品质鉴别
3D fluorescence spectrumChemometricsXiaoqu liquorQuality identification
丁林志,孟铄,孙雍容,杨海麟,程祥.荧光光谱结合化学计量学原酒鉴别方法的建立及其在小曲清香酒中的应用[EB/OL].(2023-03-24)[2025-08-23].http://www.paper.edu.cn/releasepaper/content/202303-256.点此复制
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