主成分分析
粘土矿物
追踪
辐射
内容(测量理论)
矿物学
光谱特性
分析化学(期刊)
材料科学
化学
数学
环境化学
计算机科学
统计
物理
光学
数学分析
计算化学
操作系统
作者
Juan Zhai,Wanchang Lai,Hongjian Lin,Dan Li,Jie Shi,Guangxi Wang,Qiang Yang,Guanhua Liu
摘要
Abstract The variety and content of minerals in clay determine its quality and use. The x‐ray fluorescence characteristics of seven elements, that is, Mg, Al, Si, K, Ca, Ti, and Fe, in clay samples were studied using the energy‐dispersive x‐ray fluorescence (EDXRF) method. The application of wavelet transform was used to analyze the overlapping peaks of the FeK α and MnK β and the CaK α and KK β spectral lines and to measure the spectral peak count rate and the content of seven elements. The weight of classified elements in clay was calculated through principal component analysis, and the clay samples from four clay‐producing areas were classified using the K‐means clustering method. The results showed that the accuracy of classification using the count rate of seven elements reached 97.73%. The average accuracy of the classification results of the content of seven elements reached 80.68%. A comparison of the results showed that the EDXRF spectral peak information provides a reliable scientific method for the identification and tracing of clay and its products. In addition, tracing the origin of clay and its products can also indirectly assess the radiation level and its impact on the radiation environment based on the radiation index test results.
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