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    基于国产高光谱卫星数据的地表反射率反演精度验证——以GF5 01A和GF5B卫星为例

    Validation of the accuracy of surface reflectance inversion based on data from domestic hyperspectral satellites: A case study of satellites GF5 01A and GF5B

    • 摘要: 高光谱卫星能精确获取地物的空间信息和光谱信息,其实际应用效果取决于反射率反演精度。该文以GF5 01A和GF5B卫星为例进行地表反射率反演与验证研究。首先对一级产品进行预处理,得到辐亮度产品; 然后基于辐射传输模型对预处理后的辐亮度产品进行地表反射率反演,并采用定量化指标对反演结果进行双星交叉验证,同时与MODIS地表反射率产品进行对比验证,结果表明: ①GF5 01A和GF5B卫星具备较强的地物光谱特征获取能力,两者反演的地表反射率结果精度水平相同; ②GF5 01A和GF5B卫星高光谱数据反演的地表反射率与MODIS地表反射率产品之间表现出良好的一致性; ③多种地物类型的验证表明,GF5 01A和GF5B卫星地表反射率反演精度对不同地物类型保持一致。

       

      Abstract: Hyperspectral satellites can accurately capture the spatial and spectral information about surface features. However, their application performance largely depends on the accuracy of surface reflectance inversion. Based on data from the GF-5 01A and GF-5B satellites, this study conducted surface reflectance inversion and verified its accuracy. Specifically, radiance products were obtained through the preprocessing of level-1 products. Then, surface reflectance inversion of the post-preprocessing radiance products was carried out using a radiative transfer model. The inversion results were subjected to cross-validation between the two satellites based on quantitative metrics, along with comparison validation against the MODIS surface reflectance products. The results indicate that both GF5 01A and GF5B satellites can effectively capture the spectral information of surface features. The surface reflectance inversion based on the hyperspectral data from the two satellites yielded the same level of accuracy, and the inversion results are highly consistent with the MODIS surface reflectance products. Additionally, tests on different types of surface features confirm that GF5 01A and GF5B satellites maintain consistent surface reflectance inversion accuracy across various surface features.

       

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