Industrial-scale continuous on-line analysis of liquid hog manure by NIRS

NIR News Pub Date : 2020-12-01 DOI:10.1177/0960336020978714
P. Williams, Erik Eising, D. Malley
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引用次数: 1

Abstract

The objective of the work was to use near-infrared spectroscopy (NIRS) to identify the pattern of distribution of the manure nutrients onto a field. The paper describes what is believed to be the first application of NIRS to continuous analysis of liquid manure on an industrial scale. The on-line analysis is accomplished without the need for a sample cell to scan the sample, or the need for sampling during manure application to the land, because the entire amount of the material is analyzed. Diode array instruments were used for continuous scanning of the manure as it was being applied. Because of differences among the instruments in spectral data, four instruments were set up in line for the development of the industrial-level calibration. Spectral data were recorded as direct reflectance over the range of 11,100 cm−1 to 5,900 cm−1. Calibrations for total solids, nitrogen, phosphorus, and potassium were developed using the Unscrambler, with a data pre-treatment of first derivative. No outliers were removed. Values of the RPD (ratio of SD of reference data to SEP) of between 3.1 and 4 were attained for all constituents. Interpolation of blind duplicates revealed that reproducibility of NIRS predictions for all constituents was significantly superior to that of laboratory analysis by certified laboratories. This was attributed to the enormous differences in the volume of manure scanned by the NIRS instruments, relative to the volumes used in laboratory analysis. Continuous scanning and analysis of liquid manures enable mapping of nutrients as they are being applied to the land, which provides valuable information to farmers as to the purchase, and efficiency of use of fertilizers.
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工业规模的近红外光谱连续在线分析猪粪液
这项工作的目的是利用近红外光谱(NIRS)来确定肥料营养物质在田间的分布模式。本文描述了被认为是近红外光谱在工业规模上连续分析液体粪便的首次应用。在线分析不需要样品池来扫描样品,也不需要在施肥过程中采样,因为分析了整个材料量。二极管阵列仪器在施用肥料时用于连续扫描。由于各仪器在光谱数据上存在差异,因此为开展工业级校准工作,设置了4台仪器。光谱数据记录为11,100 cm−1至5,900 cm−1范围内的直接反射率。总固体、氮、磷和钾的校准使用解读器进行,数据预处理为一阶导数。没有剔除异常值。各成分的RPD(参考数据的SD与SEP的比值)均在3.1 ~ 4之间。对盲重复的插值表明,近红外光谱预测对所有成分的再现性明显优于经过认证的实验室的实验室分析。这是由于近红外仪器扫描的粪便体积与实验室分析中使用的体积存在巨大差异。对液体肥料进行连续扫描和分析,可以绘制出施用在土地上的营养物质的分布图,这为农民提供了有关化肥购买和使用效率的宝贵信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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Selected References DIARY Diary Meeting of the International Association of Spectral Imaging (IASIM-2024) Selected References
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