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Simultaneous retrieval of soil leaf canopy and atmospheric parameters from hyperspectral information in the red edge through model inversion

机译:通过模型反演同时获取红边缘高光谱信息中的土壤冠层和大气参数

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Abstract: In a modeling case study it has been investigated whether it would be possible to retrieve from optical remote sensing data the (bio)physical parameters of the coupled soil-vegetation- atmosphere system that have an effect on spectral radiances detected by spaceborne sensors. For this, optical data on single leaves generated by means of the PROSPECT model have been applied in the integrated optical soil-canopy-atmosphere radiation model OSCAR. The influences of 2 soil parameters, 2 leaf parameters, 4 canopy parameters and 3 atmospheric parameters on hyperspectral directional planetary reflectances have been simulated in a model inversion experiment. The simultaneous retrieval of the 11 parameters has been tested using classical model inversion by means of the Gauss-Newton method of non-linear least squares parameter estimation. Preliminary results indicate that this approach has some potential, as in a number of widely differing cases the retrieval of all model parameters from 10 nm resolution hyperspectral red edge planetary reflectance data under 5 directions was successful. !11
机译:摘要:在一个建模案例研究中,研究了是否有可能从光学遥感数据中检索耦合的土壤-植被-大气系统的(生物)物理参数,这些参数对星载传感器检测到的光谱辐射有影响。为此,已通过PROSPECT模型生成的单叶光学数据已被应用到集成光学土壤-冠层-大气辐射模型OSCAR中。在模型反演实验中,模拟了2个土壤参数,2个叶片参数,4个冠层参数和3个大气参数对高光谱定向行星反射率的影响。通过经典的模型反演,借助非线性最小二乘参数估计的高斯-牛顿方法,测试了11个参数的同时检索。初步结果表明,这种方法具有一定的潜力,因为在许多差异很大的情况下,成功地从5个方向上的10 nm分辨率高光谱红边行星反射率数据中检索了所有模型参数。 !11

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