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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有效磷含量监测

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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的通用方法。分析了土壤APC与高光谱反射率之间的相关性及其数学转换。通过多元线性回归的方法,筛选特征带及其变换,建立土壤APC监测的优化模型。原位测试样品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。微分变换有助于减少噪声对目标光谱诊断能力的干扰。确定互逆转化的一阶微分作为土壤APC的最佳反演模型,其对应的敏感带为472、967、1062、1211和1402 nm。原位测试样品用于评估模型的准确性。以高光谱的倒数转换为一差的耕地土壤APC反演模型可以达到较高的精度和稳定性。

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