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Application of TM Images on Estimation of Organic Carbon in Surface Soil in Burned Areas

机译:TM图像在烧伤地区表层土壤有机碳估算中的应用

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Based on remote sensing and field measured data,this paper discussed the effectiveness of selecting optimal variables with a cross-variable by VIP≥1 and used partial least squares regression(PLSR) to build a model for estimating surface soil organic carbon of burned area. The results showed that: variables such as K-Tl,K.-T2,TM2,TM4,and TM5/TM4 have larger contribution to the model,their VIP values were 1.5116,1.1915,1.3545,1.2242 and 1.4275,respectively. The intensity index of Tasseled Cap transformation has a higher value than the original bands of TM2 and TM4,and the contribution of bands ratio is higher than the single band. Further,the PLS model was applied to estimating the special distribution of soil organic carbon (SOC) content (unit in g.kg-1) in entire study area. We conclude that different fire intensity affected on soil organic carbon variously,and followed an order as high intensity>moderate intensity>light intensity. The average density of surface soil organic carbon was 12.53 kg per m2,soil organic carbon storage was 202.46×106kg,the fire-released soil organic carbon was 29.8× 106kg in study area.
机译:基于遥感和实测数据,讨论了选择VIP≥1的交叉变量的最优变量的有效性,并使用偏最小二乘回归(PLSR)建立了一个模型来估算烧伤地区表层土壤有机碳。结果表明:K-T1,K.-T2,TM2,TM4和TM5 / TM4等变量对模型的贡献较大,其VIP值分别为1.5116、1.1915、1.3545、1.2242和1.4275。 Tasseled Cap变换的强度指数比TM2和TM4的原始带更高,并且带比的贡献比单个带高。此外,PLS模型用于估算整个研究区域内土壤有机碳(SOC)含量的特殊分布(单位:g.kg-1)。我们得出结论,不同的火灾强度对土壤有机碳有不同的影响,并依次为高强度>中强度>光强度。研究区地表土壤有机碳平均密度为12.53 kg / m2,土壤有机碳储量为202.46×106kg,火源土壤有机碳释放量为29.8×106kg。

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