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基于Landsat 8的沱沱河流域总氮和氨氮反演模型研究 |
Research on the Inversion Model of TN and NH3 N in Tuotuo River Basin Based on Landsat 8 |
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DOI: |
中文关键词: 总氮 氨氮 遥感影像 反演模型 沱沱河流域 |
英文关键词: TN NH3 N Remote sensing image Inversion model Tuotuo River basin |
基金项目:国家重点研发计划基金资助项目(2022YFC3204104);青海省中央引导地方科技发展基金资助项目(2022ZY042) |
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中文摘要: |
将沱沱河流域2021年6—7月TN、NH3 N的实测值和Landsat 8影像的41种波段组合的反射率建立反演关系,筛选出拟合度较高的波段组合与实测值以线性、二次多项式、对数函数、指数函数和幂函数的方式建立反演模型。结果表明,Landsat 8影像的B4、B5、B6和B7波段反射率与TN、NH3 N值呈显著相关性;B4+B5+B7波段组合与TN值具有较高的拟合度,B6/B7与NH3 N值具有较高的拟合度。将2021年8月的遥感影像利用模型反演TN、NH3 N的预测值,并与实测值进行模型精度验证,TN值反演模型的MAE为1389%, RMSE为0152mg/L,NH3 N值反演模型的MAE为587%,RMSE为0077mg/L。 |
英文摘要: |
The inversion relationship was established between the measured values of TN and NH3 N and the reflectivity of the images from Landsat 8 in 41 kinds of band combinations in Tuotuo River basin from June to July 2021. The inversion model was constructed in the form of linear, quadratic polynomial, logarithmic function, exponential function and power function by using selected band combinations with high degree of fit and measured values. The results showed that the reflectivity of the images from Landsat 8 in B4, B5, B6 and B7 bands was significantly correlated with TN and NH3 N values. The band combination of B4+B5+B7 had a high degree of fit with TN value, and B6/B7 had a high degree of fit with NH3 N value. The predicted values of TN and NH3 N from the remote sensing images in August 2021 by inversion model were compared with the measured values to verify the model accuracy. The MAE and RMSE of TN inversion model were 13.89% and 0.152 mg/L, respectively. The MAE and RMSE of NH3 N inversion model were 5.87% and 0.077 mg/L, respectively. |
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