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首页> 外文期刊>Canadian Biosystems Engineering >Measurement of nutrients in Saskatchewan hog manures using near-infrared spectroscopy
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Measurement of nutrients in Saskatchewan hog manures using near-infrared spectroscopy

机译:使用近红外光谱法测定萨斯喀彻温省猪粪中的营养成分

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摘要

The objective of this study was to use near-infrared spectroscopy (NIRS) to predict nutrient concentrations and physical parameters of hog manure from 13 Saskatchewan farms and producer submissions to a commercial laboratory. Nutrients predicted weretotal Kjeldhal nitrogen (TKN), total phosphorus (P), and potassium (K). Total solids (TS) were also measured. Multiple linear regression (MLR) was used to develop calibration models using a calibration set of 63 samples. Performance of the calibration models was evaluated using a validation set of 25 samples. The performance of the models was quantified by determining the coefficient of determination (r~2), the ratio of the standard deviation of the reference chemistry values to the standard error of prediction (RPD), and the ratio of the range of reference chemistry values to the standard error of prediction (RER). Total Kjeldhal nitrogen (r~2 =0 89, RPD = 2.29, and RER = 10.22) and TS (r~2 = 0.92, RPD = 3.63, and RER = 17.04) were predicted successfully, while models predicting P (r~2 = 0.79, RPD = 1.92, and RER = 6.33) and K (r~2 = 0.68, RPD = 1.14, and RER = 6.00) were less accurate kw:near-infrared reflectance spectroscopy; NIRS; manure management; multiple linear regression; MLR; spectroscopie aux infrarouges rapprochés; SIRR; gestion du lisier; régression linéaire multiple; RLM
机译:这项研究的目的是使用近红外光谱(NIRS)来预测萨斯喀彻温省13个农场的生猪养分浓度和物理参数,并将生产者提交商业实验室。预测的养分总量为凯氏氮(TKN),总磷(P)和钾(K)。还测量了总固体(TS)。多元线性回归(MLR)用于开发使用63个样品的校准集的校准模型。使用25个样本的验证集评估校准模型的性能。通过确定确定系数(r〜2),参考化学值的标准偏差与预测标准误差的比率(RPD)以及参考化学值的范围的比率,对模型的性能进行量化到标准预测误差(RER)。预测总Kjeldhal氮(r〜2 = 0 89,RPD = 2.29,RER = 10.22)和TS(r〜2 = 0.92,RPD = 3.63,RER = 17.04),而模型预测P(r〜2 kw:近红外反射光谱法= 0.79,RPD = 1.92,RER = 6.33)和K(r〜2 = 0.68,RPD = 1.14,RER = 6.00)精度较差; NIRS;粪便管理;多元线性回归; MLR; spectroscopie aux基础设施rapprochés; SIRR;里西耶妊娠多元线性回归; RLM

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