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首页> 外文期刊>Journal of Physics, D. Applied Physics: A Europhysics Journal >The spectral analysis of fuel oils using terahertz radiation and chemometric methods
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The spectral analysis of fuel oils using terahertz radiation and chemometric methods

机译:使用太赫兹辐射和化学计量学方法对燃油进行光谱分析

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The combustion characteristics of fuel oils are closely related to both engine efficiency and pollutant emissions, and the analysis of oils and their additives is thus important. These oils and additives have been found to generate distinct responses to terahertz (THz) radiation as the result of various molecular vibrational modes. In the present work, THz spectroscopy was employed to identify a number of oils, including lubricants, gasoline and diesel, with different additives. The identities of dozens of these oils could be readily established using statistical models based on principal component analysis. The THz spectra of gasoline, diesel, sulfur and methyl methacrylate (MMA) were acquired and linear fittings were obtained. By using chemometric methods, including back propagation, artificial neural network and support vector machine techniques, typical concentrations of sulfur in gasoline (ppm-grade) could be detected, together with MMA in diesel below 0.5%. The absorption characteristics of the oil additives were also assessed using 2D correlation spectroscopy, and several hidden absorption peaks were discovered. The technique discussed herein should provide a useful new means of analyzing fuel oils with various additives and impurities in a non-destructive manner and therefore will be of benefit to the field of chemical detection and identification.
机译:燃油的燃烧特性与发动机效率和污染物排放密切相关,因此对燃油及其添加剂进行分析非常重要。由于各种分子振动模式,已发现这些油和添加剂对太赫兹(THz)辐射产生不同的响应。在目前的工作中,太赫兹光谱被用来识别多种油,包括润滑油,汽油和柴油,以及不同的添加剂。可以使用基于主成分分析的统计模型轻松确定数十种此类油的身份。获得了汽油,柴油,硫和甲基丙烯酸甲酯(MMA)的太赫兹光谱,并获得了线性拟合。通过使用化学计量方法,包括反向传播,人工神经网络和支持向量机技术,可以检测出汽油中典型的硫浓度(ppm级)以及柴油中的MMA含量低于0.5%。还使用2D相关光谱法评估了油添加剂的吸收特性,并发现了几个隐藏的吸收峰。本文讨论的技术应提供一种有用的新方法,以无损方式分析具有各种添加剂和杂质的燃油,因此将有益于化学检测和鉴定领域。

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