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Multiple Forward Mode Canopy Reflectance Model Inversion for Above Ground Forest Biomass, Alberta Rocky Mountains

机译:地面森林生物量,亚伯大岩石山上的多个前向模式冠层反射模型反演

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The amount and spatial distribution of aboveground forest biomass (AGB) are required inputs to forest carbon budgets and ecosystem productivity models. While emerging satellite remote sensing data and empirical methods can estimate forest canopy structure and AGB, they do so to varying degrees of success, and few of these methods can account for the effects of terrain on observed reflectance. The presence of terrain can affect the accuracy of estimates in sub-alpine and montane environments. This paper introduces a new method for obtaining AGB from forest structure estimates using a multiple-forward-mode (MFM) canopy reflectance model inversion that include constraints that account for the effects of terrain. This approach first estimates average tree crown dimensions and stem density for satellite image pixels through indirect inversion of a geometric-optical canopy reflectance model. These crown dimension and stem density estimates are then related to average tree biomass and AGB for the pixel. The estimates of AGB from the MFM approach were evaluated for 40 field validation sites at Kananaskis, Alberta, along the eastern slopes of the Canadian Rocky Mountains. On average, AGB estimates were within 50 tonnes/ha (RMSE) of the field plot values where biomass ranged from 70 to 250 tonnes/ha. This result was similar, or an improvement over other NDVI and Spectral Mixture Analysis empirical methods tested.
机译:地上森林生物量(AGB)的数量和空间分布是必需的森林碳预算和生态系统生产力模型的输入。虽然新兴卫星遥感数据和经验方法可以估算森林冠层结构和AGB,但它们可以实现不同程度的成功,并且这些方法中的很少可以解释地形对观察到的反射率的影响。地形的存在会影响亚高山和蒙太金属环境中估计的准确性。本文介绍了一种新方法,用于使用多向模式(MFM)冠层反射模型反演的森林结构估计从森林结构估计中获取AGB,该模型反转包括占地形效果的约束。该方法首先通过几何光学冠层反射模型的间接反演来估计卫星图像像素的平均树冠尺寸和杆密度。然后,这些冠尺寸和茎密度估计与像素的平均树生物量和AGB有关。沿着加拿大岩石山的东部斜坡,在Kananaskis的40个现场验证网站评估了来自MFM方法的AGB估计。平均而言,AGB估计数于50吨/公顷(RMSE)的场绘图值,生物量为70至250吨/公顷。该结果是相似的,或者在其他NDVI和光谱混合物分析经验方法上改善。

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