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Monitoring available phosphorus content in soil of cultivated land based on hyperspectral technology

机译:基于高光谱技术的耕地土壤中可用磷含量

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The study aimed to develop a universal method to monitor soil APC by hyperspectral data. The correlations between soil APC and the hyperspectrum reflectivity and its mathematical transformations were analyzed. The feature bands and its transformations were screened to develop the optimizing model of monitoring soil APC based on the method of multiple linear regression. The in-situ testing samples were used to evaluate the accuracy of the model. Results showed that the correlations of first order differential could reach around 0.6, especially for visible bands. Differential transformation was helpful for reducing the noise interference to the diagnosis ability of the target spectrum. The first order differential of reciprocal transformation was determined as the optimal inversion model for soil APC, of which the corresponding sensitive bands were 472, 967, 1062, 1211and 1402 nm. The in-situ testing samples were used to evaluate the accuracy of the model. The inversion model of soil APC in the cultivated land with the one differentiation of reciprocal transformation of hyperspectral could reach high accuracy with good stability.
机译:该研究旨在开发一种通过高光谱数据监测土壤APC的普遍方法。分析了土壤APC与高谱反射率的相关性及其数学转化。筛选特征频带及其转换,以基于多元线性回归方法开发监测土壤APC的优化模型。原位测试样本用于评估模型的准确性。结果表明,一阶微分的相关性可以达到约0.6,特别是对于可见带。差分转换有助于降低对目标谱的诊断能力的噪声干扰。往复转化的第一阶差异被确定为土壤APC的最佳反转模型,其中相应的敏感带为472,967,1062,1211和1402nm。原位测试样本用于评估模型的准确性。耕地中土​​壤APC的反转模型具有互易转化的高光谱的互易转化的偏差可以高精度,稳定性良好。

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