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首页> 外文期刊>Journal of Agricultural Engineering >Rapid assessment of fertilizers manufacturing methods by means of a novel waveguide vector spectrometer
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Rapid assessment of fertilizers manufacturing methods by means of a novel waveguide vector spectrometer

机译:通过新型波导矢量光谱仪快速评估肥料制造方法

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This study aims to test the suitability of a waveguide spectrometer, as a rapid and cheap tool to discriminate between different fertilizers according to two different manufacturing methods, such as granulation and blending. The tested instrument is a waveguide vector spectrometer, patented in 2016, that operates in the range 1.6-2.7 GHz, giving both spectral phase and gain measurements. Granulated and blended fertilizers were dehydrated and pulverized to avoid possible interferences due to the water content and the geometry of the sample. The spectral data were analysed by multivariate statistical analysis [principal component analysis (PCA) and partial least squares-discriminant analysis (PLS-DA)] in order to obtain a discrimination tool considering the whole hidden spectral information. PC1 (95% of the explained variance) and PC2 (4% of the explained variance) are shown to explain most of the spectral variability. A tendency to group samples according to the different production methods can be seen, even if the discrimination is influenced by the different chemical compositions of fertilizers. However, PLS-DA models correctly classified 100% of the samples into granulated and blended classes using spectra obtained by waveguide spectroscopy. Despite being preliminary, the tests carried out on a small number of samples show how the technique coupled with PLS-DA models could be able to discriminate between the analysed fertilizers by means of their spectral signature and according to the manufacturing method, if the chemical composition is kept constant. Further tests are necessary to validate the model, also considering the possibility of grouping fertilizers on the basis of their similar composition.
机译:本研究旨在测试波导光谱仪的适用性,作为一种快速和廉价的工具,以根据两种不同的制造方法区分不同的肥料,例如造粒和混合。测试仪器是波导矢量光谱仪,2016年获得专利,其在1.6-2.7GHz的范围内,给出光谱相位和增益测量。脱水和粉碎的颗粒状和混合肥料以避免由于水含量和样品的几何形状而可能的干扰。通过多变量统计分析[主成分分析(PCA)和局部最小二乘判别分析(PLS-DA)分析光谱数据,以获得考虑整个隐藏的光谱信息的辨别工具。 PC1(占解释方差的95%)和PC2(4%的解释方差)被示出为解释大部分的光谱变异性。即使鉴别受肥料的不同化学成分的影响,也可以根据不同的生产方法进行根据不同的生产方法进行组样品的趋势。然而,PLS-DA模型使用波导光谱获得的光谱将100%的样品分为造粒和混合类别。尽管是初步的,但在少量样品上进行的测试展示了与PLS-DA模型的技术如何通过它们的光谱特征和根据制造方法来区分分析的肥料,如果化学成分保持不变。进一步的测试是验证模型的必要测试,也考虑到基于它们的类似组成来分组肥料的可能性。

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