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Remote sensing inversion of soil organic carbon in Jining city based on decision tree classification

机译:基于决策树分类的济宁市土壤有机碳遥感反演

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This study used Landsat8 remote sensing data and the measured data of soil organic carbon, taking the carbon content of the surface 0-20 cm of soil in the study area as the research object, through multiple linear regression analysis of SPSS, building the prediction model: soc = 24.476 + 51.503 × b_1-49.824 × b_4-11.297 × b_6-21.778 × b_7, R~2 = 0.747, P < 0.01. Then, based on the Band Math and Decision Tree of ENVI, the soil organic carbon content and distribution in the whole study area were obtained. The results showed as follows: (1) The average soil organic carbon content in the study area was about 12.45 g/kg, which was in the middle even lower level. And the organic carbon content in some areas was close to 0 g/kg, the highest content was 22.5 ± 4.5g/kg. (2) The organic carbon content was mostly concentrated in 12-18 g/kg, which area of about 6165.13 km~2, accounting for the total land area of 59.99%. It was the most widely distributed.
机译:本研究使用了Landsat8遥感数据和土壤有机碳的测量数据,从研究区域中的研究区域进行了0-20厘米土壤的碳含量,通过SPSS的多元线性回归分析,构建预测模型:SOC = 24.476 + 51.503×B_1-49.824×B_4-11.297×B_6-21.778×B_7,R〜2 = 0.747,P <0.01。然后,基于环境的乐队数学和决策树,获得土壤有机碳含量和整个研究区域的分布。结果表明如下:(1)研究面积的平均土壤有机碳含量约为12.45g / kg,其在中间甚至更低。在某些区域中的有机碳含量接近0g / kg,最高含量为22.5±4.5g / kg。 (2)有机碳含量大多集中于12-18克/千克,该面积约为6165.13 km〜2,占土地面积59.99%。这是分布的最广泛。

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