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Terahertz quantitatively distinguishing gasoline mixtures using multiparameter-combined analysis

机译:太赫兹使用多参数组合分析定量区分汽油混合物

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摘要

Refined oil mixtures can be quantified using terahertz-absorption-coefficient spectra and dualistic linear regression fitting. However, when this method was used to quantify mixtures of 90# and 97# gasolines, the absolute error between the real and fitted value was large (25%), and this was due to the component similarity between 90# and 97# gasolines. To solve this problem, the present research addresses the possibility of developing a method that would allow direct, simple, and accurate determination of the 97# gasoline content in gasoline mixtures using a terahertz time-domain pulse coupled to a multipara-meter-combined analysis. The multiparameter represents the time delay and amplitude of the first transmission dip and peak in the time-domain pulse. The relationship between these four parameters and the 97# gasoline content in gasoline mixtures was thoroughly investigated, and four distinct calibration models for quantifying gasoline mixtures were built using least square fitting. To enable the development of an informative and accurate calibration model, the four individual models were given proper weights and combined. The weight was determined by the cosine-optimal method, which aimed to determine the most proper weight under the condition of the cosine of the angle between the fitted content vector and the real content vector that reaches the maximum. This method allows the determination of 97# gasoline content in gasoline mixtures with a low absolute error (6%), resulting in predictions that are more accurate and precise than those obtained by the terahertz-absorption-coefficient spectra and dualistic linear regression fitting.
机译:精制油混合物可以使用太赫兹吸收系数光谱和二元线性回归拟合进行量化。但是,当此方法用于量化90#和97#汽油的混合物时,实际值与拟合值之间的绝对误差很大(25%),这是由于90#和97#汽油之间的组分相似性所致。为解决此问题,本研究解决了开发一种方法的可能性,该方法允许使用太赫兹时域脉冲与多参数组合分析耦合,直接,简单而准确地确定汽油混合物中的97#汽油含量。该多参数表示时域脉冲中的第一个传输谷值和峰值的时间延迟和幅度。彻底研究了这四个参数与汽油混合物中97#汽油含量之间的关系,并使用最小二乘拟合建立了四个不同的量化汽油混合物的校准模型。为了能够开发出信息准确的校准模型,对四个单独的模型赋予了适当的权重并进行了组合。权重是通过余弦优化方法确定的,该方法旨在在拟合内容向量与实际内容向量之间的角度达到最大的余弦条件下确定最合适的权重。这种方法可以确定绝对误差低(6%)的汽油混合物中97#汽油的含量,所得到的预测比通过太赫兹吸收系数光谱和二元线性回归拟合获得的预测更加准确。

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