首页> 外文会议>International Conference of the American Society of Agricultural Engineers >THE TRANSFER OF BEEF CATTLE FEEDLOT MANURE CALIBRATIONS BETWEEN NEAR-INFRARED SPECTROPHOTOMETERS USING THREE STANDARDIZATION TECHNIQUES
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THE TRANSFER OF BEEF CATTLE FEEDLOT MANURE CALIBRATIONS BETWEEN NEAR-INFRARED SPECTROPHOTOMETERS USING THREE STANDARDIZATION TECHNIQUES

机译:使用三种标准化技术转移近红外分光光度计之间的牛肉饲料粪便校准

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The application of Near-infrared reflectance (MIR) spectroscopy in livestock manure samples has been limited by the requirement that each instrument must be individually calibrated. One possible solution to the problem is the transfer of NIR calibrations from one instrument to another. Seventy-two beef cattle feedlot manure samples were collected and scanned through the Foss NIRSystem 6500 (master) and the Foss NIRSystem 5000 (slave) instruments. Calibration equations for analyzing 11 constituents, total solids (TS), volatile solid (VS), total nitrogen (TN), ammonia nitrogen (NH_3-N), phosphorus (P), calcium (Ca), potassium (K), sulfur (S), sodium (Na), zinc (Zn) and copper (Cu) of beef cattle feedlot manure samples were built in each instrument bythe leave-one-out cross validation using partial least squared (PLS) regression. Three standardization methods including cloning, direct standardization (DS), and piece-wise direct standardization (PDS) were used to transfer the master equations to slavespectra. The 72-sample data set was split into a 30-sample standardization set to generate standardized files and a 42-sample prediction set to test the accuracy of different standardization methods. Results of this study show that the performances of calibrations for two instruments are similar. The standard error of difference (SED) was calculated based on the values of master spectra predicted by the master equations and slave spectra (standardized or not) predicted by the master equations. The SEDof the standardized slave spectra was much less than the corresponding SED of the unstandardized slave spectra. The SED of the standardized slave spectra predicted by the master equations were less than the corresponding standard error of prediction (SEP) of master calibration models. This study is a first report to demonstrate that the transfer of manure sample calibrations between instruments was successful. It promises to be a satisfactory alternative to individual instrument calibration.
机译:近红外反射率(MIR)光谱的牲畜粪便样品中的应用已被要求,即每台仪器必须被单独地校准限制。一种可能解决问题的方法是NIR校准从一个仪器转移到另一个。七十二个肉牛的饲养场,收集粪便样品并通过福斯NIRSystem 6500(主)扫描和福斯NIRSystem 5000(从站)的仪器。校准方程用于分析11层的组分,总固体(TS),易失性固体(VS),总氮(TN),氨氮(NH3-N),磷(P),钙(Ca),钾(K),硫( S),钠(Na),锌(Zn)和肉牛的饲养场粪便样品的铜(Cu),使用局部最小平方(PLS)回归内置于每个仪器bythe留一法交叉验证。三个标准化方法,包括克隆,直接标准化(DS),并分段直接标准化(PDS)被用于将主方程式转移到slavespectra。 72样品的数据集被分成一个30样本标准化组,以生成标准化的文件和一个42样本预测套组,以测试不同的标准化方法的准确性。这项研究的结果表明,校准的两个仪器的性能是相似的。基于由主方程式和从光谱预测主光谱的值被计算出的差的(SED)的标准误差由主方程式预测的(标准化的或没有)。所述SEDof的标准化从光谱比相应的SED从属非标准谱的要少得多。由主方程式预测的标准化从光谱的SED均小于主校准模型的预测(SEP)的对应的标准误差。这项研究是证明仪器之间的粪便样品校准的传递是成功的第一份报告。它有望成为个别仪器校准一个满意的选择。

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