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An image analysis of TLC patterns for quality control of saffron based on soil salinity effect: A strategy for data (pre)-processing

机译:基于土壤盐分效应的藏红花质量控制TLC模式的图像分析:数据(预处理)策略

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摘要

Quality of saffron, a valuable food additive, could considerably affect the consumers' health. In this work, a novel preprocessing strategy for image analysis of saffron thin layer chromatographic (TLC) patterns was introduced. This includes performing a series of image pre-processing techniques on TLC images such as compression, inversion, elimination of general baseline (using asymmetric least squares (AsLS)), removing spots shift and concavity (by correlation optimization warping (COW)), and finally conversion to RGB chromatograms. Subsequently, an unsupervised multivariate data analysis including principal component analysis (PCA) and k-means clustering was utilized to investigate the soil salinity effect, as a cultivation parameter, on saffron TLC patterns. This method was used as a rapid and simple technique to obtain the chemical fingerprints of saffron TLC images. Finally, the separated TLC spots were chemically identified using high-performance liquid chromatography-diode array detection (HPLC-DAD). Accordingly, the saffron quality from different areas of Iran was evaluated and classified. (C) 2017 Elsevier Ltd. All rights reserved.
机译:藏红花(一种有价值的食品添加剂)的质量可能会极大地影响消费者的健康。在这项工作中,介绍了一种用于藏红花薄层色谱(TLC)模式图像分析的新颖预处理策略。这包括在TLC图像上执行一系列图像预处理技术,例如压缩,反演,消除一般基线(使用不对称最小二乘(AsLS)),消除斑点移动和凹度(通过相关优化翘曲(COW)),以及最终转换为RGB色谱图。随后,采用无监督多元数据分析,包括主成分分析(PCA)和k-均值聚类,研究了土壤盐分作为栽培参数对藏红花TLC模式的影响。该方法被用作一种快速简单的技术来获得藏红花TLC图像的化学指纹。最后,使用高效液相色谱-二极管阵列检测(HPLC-DAD)对分离的TLC斑点进行化学鉴定。因此,对伊朗不同地区的藏红花质量进行了评估和分类。 (C)2017 Elsevier Ltd.保留所有权利。

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