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A Large-Scale Emulation System for Realistic Three-Dimensional (3-D) Forest Simulation

机译:逼真的三维(3-D)森林仿真的大型仿真系统

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摘要

The realistic reconstruction and radiometric simulation of a large-scale three-dimensional (3-D) forest scene have potential applications in remote sensing. Although many 3-D radiative transfer models concerning forest canopy have been developed, they mainly focused on homogeneous or relatively small heterogeneous scenes, which are not compatible with the coarse-resolution remote sensing observations. Due to the huge complexity of forests and the inefficiency of collecting precise 3-D data of large areas, realistic simulation over large-scale forest area remains challenging, especially in regions of complex terrain. In this study, a large-scale emulation system for realistic 3-D forest Simulation is proposed. The 3-D forest scene is constructed from a representative single tree database (SDB) and airborne laser scanning (ALS) data. ALS data are used to extract tree height, crown diameter and position, which are linked to the individual trees in SDB. To simulate the radiometric properties of the reconstructed scene, a radiative transfer model based on a parallelized ray-tracing code was developed. This model has been validated with an abstract and an actual 3-D scene from the radiation transfer model intercomparison website and it showed comparable results with other models. Finally, a 1 km $times$ 1 km scene with more than 100 000 realistic individual trees was reconstructed and a Landsat-like reflectance image was simulated, which kept the same spatial pattern as the actual Landsat 8 image.
机译:大规模三维(3-D)森林场景的现实重建和辐射模拟在遥感中具有潜在的应用。尽管已经开发了许多有关林冠的3D辐射传输模型,但它们主要集中在同质或相对较小的异质场景上,这些场景与粗糙分辨率的遥感观测不兼容。由于森林的复杂性以及收集大面积精确3D数据的效率低下,在大型森林面积上进行逼真的模拟仍然具有挑战性,尤其是在地形复杂的地区。在这项研究中,提出了一种用于逼真的3D森林仿真的大型仿真系统。 3-D森林场景由具有代表性的单树数据库(SDB)和机载激光扫描(ALS)数据构成。 ALS数据用于提取树木的高度,树冠直径和位置,它们与SDB中的各个树木相关联。为了模拟重建场景的辐射特性,开发了基于并行射线追踪代码的辐射传输模型。该模型已通过辐射转移模型比对网站的抽象图像和实际3D场景进行了验证,并显示了与其他模型可比的结果。最后,重建了一个1 km的 $ times $ 1 km场景,其中包含超过100 000棵现实的个体树,模拟了类似Landsat的反射率图像,该图像与实际的Landsat 8图像保持相同的空间格局。

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