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Intelligent Simultaneous Quantitative Online Analysis of Environmental Trace Heavy Metals with Total-Reflection X-Ray Fluorescence

机译:全反射X射线荧光技术对环境痕量重金属进行智能同时定量在线分​​析

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摘要

Total-reflection X-ray fluorescence (TXRF) has achieved remarkable success with the advantages of simultaneous multi-element analysis capability, decreased background noise, no matrix effects, wide dynamic range, ease of operation, and potential of trace analysis. Simultaneous quantitative online analysis of trace heavy metals is urgently required by dynamic environmental monitoring and management, and TXRF has potential in this application domain. However, it calls for an online analysis scheme based on TXRF as well as a robust and rapid quantification method, which have not been well explored yet. Besides, spectral overlapping and background effects may lead to loss of accuracy or even faulty results during practical quantitative TXRF analysis. This paper proposes an intelligent, multi-element quantification method according to the established online TXRF analysis platform. In the intelligent quantification method, collected characteristic curves of all existing elements and a pre-estimated background curve in the whole spectrum scope are used to approximate the measured spectrum. A novel hybrid algorithm, PSO-RBFN-SA, is designed to solve the curve-fitting problem, with offline global optimization and fast online computing. Experimental results verify that simultaneous quantification of trace heavy metals, including Cr, Mn, Fe, Co, Ni, Cu and Zn, is realized on the online TXRF analysis platform, and both high measurement precision and computational efficiency are obtained.
机译:全反射X射线荧光(TXRF)凭借同时进行多元素分析功能,降低的背景噪声,无基体效应,宽动态范围,易于操作以及痕量分析的潜力而取得了令人瞩目的成就。动态环境监测和管理迫切需要同时在线进行痕量重金属的定量分析,TXRF在该应用领域中具有潜力。但是,它要求基于TXRF的在线分析方案以及可靠且快速的定量方法,但尚未得到很好的探索。此外,在实际的定量TXRF分析过程中,光谱重叠和背景效应可能会导致准确性下降,甚至导致错误的结果。根据已建立的在线TXRF分析平台,提出了一种智能的多元素定量方法。在智能量化方法中,使用收集到的所有现有元素的特征曲线和整个光谱范围中的预先估计的背景曲线来近似测量光谱。设计了一种新颖的混合算法PSO-RBFN-SA,通过离线全局优化和快速在线计算来解决曲线拟合问题。实验结果证明,在线TXRF分析平台上可以同时定量分析痕量重金属,包括Cr,Mn,Fe,Co,Ni,Cu和Zn,并具有很高的测量精度和计算效率。

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