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首页> 外文期刊>Food and bioprocess technology >Detection of aspartic acid in fermented Cordyceps powder using near infrared spectroscopy based on variable selection algorithms and multivariate calibration methods.
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Detection of aspartic acid in fermented Cordyceps powder using near infrared spectroscopy based on variable selection algorithms and multivariate calibration methods.

机译:基于变量选择算法和多元校准方法的近红外光谱法检测冬虫夏草发酵粉中的天冬氨酸。

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摘要

Near infrared (NIR) spectroscopy combined with chemometrics was employed to detect the aspartic acid content in fermented Cordyceps powder. One hundred sixty-nine samples were applied for calibration (n = 113) and prediction (n = 56). Six different pretreatment methods were compared to determine the optimal pretreatment method for analysis. The wavelength variables selected by regression coefficient analysis, successive projections algorithm, and genetic algorithm-partial least squares analysis (GAPLS) were used as the inputs of partial least-squares analysis, multiple linear regression (MLR), and least-squares support vector machine. The performances of these calibration methods were also compared to determine the best model. The results indicated that GAPLS-MLR obtained the highest precision with a correlation coefficient of prediction r pre = 0.9223, root mean square of prediction RMSEP = 0.0751 g/100 g, and coefficient of variation CV = 5.15%. The overall results showed that NIR was feasible for the determination of aspartic acid in fermented Cordyceps powder and GAPLS could perform well with less input dimension and computation complexity in the aspartic acid estimation. copyright Springer Science+Business Media New York 2013.
机译:近红外(NIR)光谱与化学计量学结合用于检测发酵的冬虫夏草粉末中的天冬氨酸含量。将169个样本用于校准(n = 113)和预测(n = 56)。比较了六种不同的预处理方法,以确定用于分析的最佳预处理方法。通过回归系数分析,连续投影算法和遗传算法选择的波长变量-偏最小二乘分析(GAPLS)被用作偏最小二乘分析,多元线性回归(MLR)和最小二乘支持向量机的输入。还比较了这些校准方法的性能,以确定最佳模型。结果表明,GAPLS-MLR的精度最高,预测相关系数r pre = 0.9223,预测均方根RMSEP = 0.0751 g / 100 g,变异系数CV = 5.15% 。总体结果表明,近红外光谱法可用于测定冬虫夏草发酵粉中的天冬氨酸含量,而GAPLS可以很好地进行操作,所需的输入量较少,计算复杂度较低。版权所有Springer Science + Business Media纽约,2013年。

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