首页> 外文期刊>Journal of Infrared, Millimeter and Terahertz Waves >Prediction of the thickness of a thin paint film by applying a modified partial-least-squares-1 method to data obtained in terahertz reflectometry
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Prediction of the thickness of a thin paint film by applying a modified partial-least-squares-1 method to data obtained in terahertz reflectometry

机译:通过对太赫兹反射法获得的数据应用改进的偏最小二乘-1方法来预测漆膜的厚度

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摘要

We applied a multivariate analysis method to time-domain (TD) data obtained in terahertz (THz) reflectometry for predicting the thickness of a single-layered paint film deposited on a metal substrate. For prediction purposes, we built a calibration model from TD-THz waveforms obtained from films of different thicknesses but the same kind. Because each TD-THz wave is approximate by the superposition of two echo pulses (one is reflected from the air-film boundary and the other from the film-substrate boundary), a difference in thickness gives a relative peak shift in time in the two echo pulses. Then, we predicted unknown thicknesses of the paint films by using the calibration model. Although any multivariate analysis method can be used, we proposed employing a modified partial-least-squares-1 (PLS1) method because it gives a superior calibration model in principle. The prediction procedure worked well for a moderately thin film (typically, several to several tens of micrometers) rather than a thicker one.
机译:我们将多元分析方法应用于以太赫兹(THz)反射法获得的时域(TD)数据,以预测沉积在金属基材上的单层漆膜的厚度。为了进行预测,我们根据从不同厚度但相同种类的薄膜获得的TD-THz波形建立了校准模型。因为每个TD-THz波都通过两个回波脉冲的叠加来近似(一个从空气膜边界反射,另一个从膜-基板边界反射),所以厚度的差异会在两个回波脉冲中产生一个相对的峰时移回声脉冲。然后,我们使用校准模型预测了漆膜的未知厚度。尽管可以使用任何多元分析方法,但我们建议采用改进的偏最小二乘-1(PLS1)方法,因为它在原理上提供了出色的校准模型。对于中等厚度的薄膜(通常为几到几十微米)而不是较厚的薄膜,该预测程序效果很好。

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