首页|基于中红外光谱的牛乳中A2β-酪蛋白检测方法研究

基于中红外光谱的牛乳中A2β-酪蛋白检测方法研究

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[目的]研究基于中红外光谱的牛乳中A2β-酪蛋白检测方法.[方法]进行光谱采集,利用多元散射校正及标准正态化预处理提高光谱信噪比,在竞争自适应重加权算法筛选得到特征变量基础上,建立基于偏最小二乘的定量分析模型.[结果]预处理及变量筛选后,训练、预测误差分别达到0.061 g/100 g、0.068 g/100 g,R分别达到0.893、0.875.[结论]中红外光谱方法可用于牛乳中A2β-酪蛋白快速检测,光谱预处理、特征变量提取方法显著提高建模精度,可为牛乳中其他成分的光谱检测方法准确性提供参考.
Detection of A2β-casein in Milk Based on Mid-infrared Spectroscopy
[Objective]A method for the detection of A2β-casein in milk based on mid-infrared spectroscopy is investigated.[Method]The MIR spectrum of milk samples were measured and preprocessed with multiple scattering correction and standard normalization to improve the signal-to-noise ratio.Then,the characteristic variables were selected by the competitive adaptive reweighting algorithm.The quantitative analysis model based on partial least squares was established.[Result]After pre-processing and variable screening,the training and prediction errors reached 0.061 g/100 g and 0.068 g/100 g,respectively,and the R reached 0.893 and 0.875,respectively.[Conclusion]The mid-infrared spectroscopy method can be used for the rapid detection of A 2β-casein in milk.The spectral pre-processing and characteristic variables extraction methods can significantly improve the modelling accuracy.It also provided a good basis for the spectral detection methods for other ingredients in milk.

mid-infrared spectroscopyA2β-caseinpre-processingcompetitive adaptive reweighting sampling

杨戬、刘伯扬、王丹慧、高永亮、赵三军、赵凯、李慧、仪虹伯

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内蒙古蒙牛乳业(集团)股份有限公司,内蒙古呼和浩特 011517

中红外光谱 A2β-酪蛋白 预处理 竞争自适应重加权采样

2024

中国乳业
中国奶业协会 中国农业科学院信息研究所

中国乳业

影响因子:0.152
ISSN:1671-4393
年,卷(期):2024.(11)