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Forest canopy height from the Multiangle Imaging SpectroRadiometer (MISR) assessed with high resolution discrete return lidar

机译:使用高分辨率离散返回激光雷达评估多角度成像光谱仪(mIsR)的森林冠层高度

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摘要

In this study retrievals of forest canopy height were obtained through adjustment of a simple geometricoptical (GO) model against red band surface bidirectional reflectance estimates from NASA\u27s Multiangle Imaging SpectroRadiometer (MISR), mapped to a 250 m grid. The soil-understory background contribution was partly isolated prior to inversion using regression relationships with the isotropic, geometric, and volume scattering kernel weights of a Li-Ross kernel-driven bidirectional reflectance distribution function (BRDF) model. The height retrievals were assessed using discrete return lidar data acquired over sites in Colorado as part of the Cold Land Processes Experiment (CLPX) and used with fractional crown cover retrievals to obtain aboveground woody biomass estimates. For all model runs with reasonable backgrounds and initial b/r (vertical to horizontal crown radii) values \u3c2.0, root mean square error (RMSE) distributions were centered between 2.5 and 3.7 m while R2 distributions were centered between 0.4 and 0.7. The MISR/ GO aboveground biomass estimates predicted via regression on fractional cover and mean canopy height for the CLPX sites showed good agreement with U.S. Forest Service Interior West map data (adjusted R2=0.84). The implication is that multiangle sensors such as MISR can provide spatially contiguous retrievals of forest canopy height, cover, and aboveground woody biomass that are potentially useful in mapping distributions of aboveground carbon stocks, tracking disturbance, and in initializing, constraining, and validating ecosystem models. This is important because the MISR record is spatially comprehensive and extends back to the year 2000 and the launch of the NASA Earth Observing System (EOS) Terra satellite; it might thus provide a ~10-year baseline record that would enhance exploitation of data from the NASA Deformation, Ecosystem Structure and Dynamics of Ice (DESDynI) mission, as well as furthering realization of synergies with active instruments.
机译:在这项研究中,通过根据映射到250 m网格的NASA多角度成像光谱辐射仪(MISR)的红色波段表面双向反射率估计值调整简单的几何光学(GO)模型,获得了林冠高度的取回。利用与Li-Ross核驱动的双向反射分布函数(BRDF)模型的各向同性,几何和体积散射核权重之间的回归关系,在反演之前部分隔离了地下土壤背景贡献。使用在科罗拉多州站点上获取的离散返回激光雷达数据(作为冷陆过程实验(CLPX)的一部分)来评估高度取回,并将其与部分冠层覆盖取回一起使用以获取地上木质生物量估计。对于所有具有合理背景和初始b / r(垂直到水平冠状半径)值\ u3c2.0的模型,均方根误差(RMSE)分布在2.5至3.7 m之间,而R2分布在0.4至0.7之间。通过对CLPX站点的覆盖率和平均冠层高度进行回归预测的MISR / GO地上生物量估计值与美国森林服务局内陆西部地图数据(调整后的R2 = 0.84)有很好的一致性。这意味着像MISR这样的多角度传感器可以提供森林冠层高度,覆盖和地上木质生物量的空间连续检索,这对于绘制地上碳储量的分布图,跟踪扰动以及初始化,约束和验证生态系统模型可能很有用。 。这很重要,因为MISR记录在空间上是全面的,可以追溯到2000年以及NASA地球观测系统(EOS)Terra卫星的发射;因此,它可能会提供约10年的基线记录,以加强对NASA变形,生态系统结构和冰动力学(DESDynI)任务中数据的利用,并进一步实现与现役仪器的协同作用。

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