Large-scale soil organic carbon spatial distribution simulation method involving environmental factors
A technology of spatial distribution and integrated environment, which is applied in the fields of instruments, calculations, electrical digital data processing, etc., to achieve the effect of high prediction accuracy and elimination of collinearity
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[0034] Example 1: The statistical results of 5561 modeling sample points show that the organic carbon content of China's surface soil ranges from 0.35 to 262.74g / kg, with an average value of 16.96g / kg and a coefficient of variation of 116.11%, which is extremely strong Spatial variation (Table 1). Judging from the distribution form of the data, the original data presents an obvious skewed distribution ( figure 2 a), after the natural logarithm transformation, its skewness value, kurtosis value and distribution frequency map are obviously close to the normal distribution ( figure 2 b). However, the value of the mean residual of vegetation soil after Johnson transformation is more in line with the normal distribution ( figure 2 c), so the data items conforming to the normal distribution are used for the corresponding ordinary kriging interpolation, correlation analysis, regression analysis and neural network modeling.
[0035] The soil organic carbon content was significantly...
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