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Bilinear Decomposition Based Alignment of Chromatographic Profiles

机译:基于双线性分解的色谱图对齐

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摘要

A novel alignment procedure for chromatographic signals with photodiode array detection is presented. At first, the complexity of the chromatographic signals is reduced by chemometric resolution of the pure constituents. For this, the application of multivariate curve resolution-alternating least squares leads to the decomposition of the multiway data block into a chemically meaningful bilinear model representing the chromatographic profiles and their spectral signatures. The flexible implementation of a spectral selectivity constraint allows the background to be differentiated from the constituent spectra. Hereby, the pure concentration profiles are obtained which are consequently individually aligned by correlation optimized warping. In its final step, the procedure reconstitutes the original data with the aligned chromatographic profiles and their corresponding spectra. The alignment is evaluated for two sets of chromatographic signals. The new procedure improves the original application of correlation optimized warping minimizing the risks of aligning noncorresponding chromatographic information.
机译:提出了一种新型的光电二极管阵列检测色谱信号的比对程序。首先,通过纯组分的化学计量学分辨率降低了色谱信号的复杂性。为此,多变量曲线分辨率(最小二乘)的应用导致多路数据块分解为化学上有意义的双线性模型,该模型表示色谱图及其光谱特征。光谱选择性约束的灵活实现允许将背景与组成光谱区分开。由此,获得纯的浓度分布,其因此通过相关性优化的翘曲而分别对准。在最后一步中,该过程将原始数据与对齐的色谱图及其对应的光谱进行重构。针对两组色谱信号评估比对。新程序改进了相关优化翘曲的原始应用,从而最大程度地减少了对齐不对应色谱信息的风险。

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