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近红外光谱结合化学计量法快速无损鉴别燕麦 被引量:10

Rapid and non-destructive identification of different brands and inferior oats by near infrared spectroscopy combined with chemometrics methods
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摘要 提出了一种基于近红外光谱技术与化学计量学的燕麦无损鉴别方法。通过近红外光谱仪测定了5个品牌与劣质燕麦的光谱曲线,利用连续小波变换方法对光谱进行预处理,然后基于标准偏差与相对标准偏差的变量筛选方法筛选出具有代表的15个波数点,最后结合主成分分析法对不同燕麦样品快速鉴别。结果表明:连续小波变换可以有效地消除光谱中的背景干扰,提取光谱有效信息,波长筛选方法可以大大提高主成分分析结果的鉴别能力。通过结合近红外光谱分析技术与化学计量学方法,可对中国国产品牌、进口品牌和劣质燕麦进行准确鉴别。 In order to identify the inferior oat samples, and the samples from different local and imported brands, a nondestructive identification method based on near infrared spectroscopy and chemometrics methods was proposed. Spectra of five different brands of oat samples and inferior samples were obtained. Continuous wavelet transform was used for the baseline elimination. Wavenumber selection based on the standard deviation and relative standard deviation was discussed for improving the accuracy of the method, and 15 informative wavenumbers were obtained. Principal component analysis method was used for classification. The results showed that the baseline elimination was achieved by continuous wavelet transform method. Acceptable classification can be achieved with the help of principal component analysis and informative wavenumber selection. It shows that the near infrared spectroscopy combined with chemometrics methods can be used to the rapid identification of the oat samples of different brands and inferior.
作者 李尚科 杜国荣 丁胜华 单杨 蒋立文 刘霞 李跑 LI Shang-ke;DU Guo-rong;DING Sheng-hua;SHAN Yang;JIANG Li-wen;LIU Xia;LI Pao(College of Food Science and Technology . Hunan Provincial Key Laboratory of Food Science andBiotechnology,Hunan Agricultural University,Changsha,Hunan 410128,China;Hunan Agricultural Product Processing Institute,Hunan Academy of Agricultural Sciences,Changsha,Hunan 410125,China;Beijing Work Station,Technology Center,Shanghai Tobacco Group Co.,Ltd.,Beijing 101121,China)
出处 《食品与机械》 北大核心 2019年第2期72-76,共5页 Food and Machinery
基金 国家自然科学基金(编号:31601551 31671931) 湖南省自然科学基金(编号:2019JJ50240)
关键词 近红外光谱技术 燕麦片 主成分分析法 连续小波变换 波长筛选 near infrared spectroscopy oats principal component analysis continuous wavelet transform wavelength screening
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