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Estimation of forest structure metrics relevant to hydrologic modelling using coordinate transformation of airborne laser scanning data

机译:利用机载激光扫描数据的坐标变换估算与水文模型有关的森林结构指标

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摘要

An accurate characterisation of the complex and heterogeneous forest architecture is necessary to parameterise physically-based hydrologic models that simulate precipitation interception, energy fluxes and water dynamics. While hemispherical photography has become a popular method to obtain a number of forest canopy structure metrics relevant to these processes, image acquisition is fieldintensive and, therefore, difficult to apply across the landscape. In contrast, airborne laser scanning (ALS) is a remotesensing technique increasingly used to acquire detailed information on the spatial structure of forest canopies over large, continuous areas. This study presents a novel methodology to calibrate ALS data with in situ optical hemispherical camera images to obtain traditional forest structure and solar radiation metrics. The approach minimises geometrical differences between these two techniques by transforming the Cartesian coordinates of ALS data to generate synthetic images with a polar projection directly comparable to optical photography.We demonstrate how these new coordinatetransformed ALS metrics, along with additional standard ALS variables, can be used as predictors in multiple linear regression approaches to estimate forest structure and solar radiation indices at any individual location within the extent of an ALS transect. We expect this approach to substantially reduce fieldwork costs, broaden sampling design possibilities, and improve the spatial representation of forest structure metrics directly relevant to parameterising fully-distributed hydrologic models.
机译:要对基于物理的水文模型进行参数化(模拟降水截留,能量通量和水动力学),必须对复杂且异构的森林建筑进行准确的描述。尽管半球摄影已成为获取与这些过程相关的许多森林冠层结构度量标准的流行方法,但是图像采集是场密集型的,因此难以应用于整个景观。相反,机载激光扫描(ALS)是一种遥感技术,越来越多地用于获取有关大面积连续区域中林冠层空间结构的详细信息。这项研究提出了一种使用原位光学半球摄像机图像校准ALS数据的新颖方法,以获得传统的森林结构和太阳辐射指标。该方法通过转换ALS数据的笛卡尔坐标以生成具有与光学摄影直接可比的极坐标投影的合成图像,从而最小化了这两种技术之间的几何差异。我们演示了如何使用这些新的坐标转换后的ALS度量以及其他标准ALS变量作为多种线性回归方法的预测因子,以估计ALS横断面范围内任何单个位置的森林结构和太阳辐射指数。我们希望这种方法将大大降低现场工作的成本,扩大采样设计的可能性,并改善与参数化全分布式水文模型直接相关的森林结构度量的空间表示。

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