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Retrieval of leaf water content using terrestrial full-waveform LiDAR

机译:使用陆地全波形激光雷达检索叶水含量

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The vertical distribution of leaf water content (LWC) within plant canopy plays an important role in light penetration and scattering, thus affecting reflectance simulation with radiative transfer models. Although passive remote sensing techniques have been widely applied to estimate LWC, they are unable to retrieve the LWC vertical distribution within canopy. By providing vertical information, terrestrial LiDAR can potentially overcome this limitation. In this paper we investigated the applicability ofthe terrestrial full-waveform LiDAR to estimate the LWC vertical profile within the canopy of individual plants.A standard radiometric calibration was applied to convert the amplitude and the echo width to a physically well-defined radiometric quantity, namely the backscatter coefficient. However, the backscatter coefficient is strongly affected by the incidence angle between the laser beam and the leaf normal. In order to compensate for incidence angle effects, reference reflectors (Spectralon from Labsphere, Inc.) were used to build a look-up table to calibrated the backscatter coefficient. Our results showed that the backscatter coefficient had a strong correlation (R2 = 0.66) with LWC after correcting for the incidence angle effect. Good agreements were achieved between the predicted vertical profile of LWC and the measured vertical profile of LWC with a mean RMSE (root mean square error) value of 0.001 g/cm2 and a mean MAPE (mean absolute percent error) value of 4.46 %. Our study successfully demonstrated the feasibility of retrieving LWC vertical distribution within plant canopy from a terrestrial full-waveform LiDAR.
机译:植物冠层内的叶片含水量(LWC)的垂直分布在光穿透和散射中起重要作用,从而影响了利用辐射转移模型的反射率模拟。虽然被动遥感技术已被广泛应用于估计LWC,但它们无法检索冠层内的LWC垂直分布。通过提供垂直信息,地面激光乐队可能会克服这种限制。在本文中,我们调查了地面全波形LIDAR的适用性来估计各个植物的顶篷内的LWC垂直轮廓。施加标准放射线校准以将幅度和回波宽度转换为物理明确定义的辐射尺寸,即反向散射系数。然而,反向散射系数受激光束与叶片正常的入射角的强烈影响。为了补偿发射角度效应,参考反射器(来自Labsphere,Inc。的Spectralon)用于构建查找表以校准反向散射系数。我们的研究结果表明,后散射系数在校正入射角效应后,LWC具有强烈的相关性(R2 = 0.66)。在LWC的预测垂直轮廓和LWC的测量垂直轮廓之间实现了良好的协议,其平均RMSE(均方误差)值为0.001g / cm 2,平均mape(平均绝对误差)值为4.46%。我们的研究成功地证明了从陆地全波形激光雷达中检索LWC垂直分布的可行性。

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