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The application of digital image recognition to the analysis of two-dimensional fingerprints

机译:数字图像识别在二维指纹分析中的应用

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High-performance liquid chromatography (HPLC) fingerprint has been commonly used in the quality control and assessment of herbal medicines, and two-dimensional (2D) fingerprint obtained by means of HPLC-diode array detector (HPLC/DAD) can provide higher reliability. In this paper, an approach to the analysis of the 2D HPLC/DAD fingerprints, which was based on digital image recognition techniques, was developed for the first time. First, wavelet transform was employed to eliminate noise signal in the 2D fingerprint, and then the 2D fingerprint was converted into grayscale image. Second, several features of the image were calculated, and hierarchical clustering. This approach was applied to the qualitative analysis of the different samples of coptis chinensis, and the clustering result of samples was all highly consistent with the real situation. Based on the densities in grayscale image, three components in standard samples were quantitative analyzed, and the obtained correlation coefficients between concentration and grayscale density were more than 0.999. Our study indicated that the analysis of the 2D HPLC/DAD fingerprint was successful based on the idea and techniques of digital image recognition techniques, and this proposed approach provided a new pathway for the analysis of two-dimensional spectrums.
机译:高效液相色谱(HPLC)指纹通常用于草药的质量控制和评估,借助HPLC-二极管阵列检测器(HPLC / DAD)获得的二维(2D)指纹可以提供更高的可靠性。本文首次开发了一种基于数字图像识别技术的二维HPLC / DAD指纹分析方法。首先,采用小波变换消除二维指纹中的噪声信号,然后将二维指纹转换为灰度图像。第二,计算图像的几个特征,并进行层次聚类。该方法用于黄连不同样品的定性分析,样品的聚类结果与实际情况高度吻合。根据灰度图像中的浓度,对标准样品中的三种成分进行定量分析,得到的浓度与灰度密度之间的相关系数大于0.999。我们的研究表明,基于数字图像识别技术的思想和技术,二维HPLC / DAD指纹的分析是成功的,并且该提议的方法为二维光谱分析提供了新的途径。

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