利用空间滤波改进的热带泥炭地星载激光雷达地形估计

IF 5.7 Q1 ENVIRONMENTAL SCIENCES Science of Remote Sensing Pub Date : 2023-06-01 DOI:10.1016/j.srs.2022.100074
Alexander R. Cobb , René Dommain , Rahayu S. Sukri , Faizah Metali , Bodo Bookhagen , Charles F. Harvey , Hao Tang
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引用次数: 3

摘要

据估计,热带泥炭地的碳储量为70 Pg C或以上,是部分分解的有机物或泥炭。泥炭可能会在数千年的时间里堆积成平缓的堆积物,称为泥炭圆顶,在数公里的距离内有几米的起伏。热带泥炭圆顶的丘状形状占了这些景观中大部分的碳储量,但它们微妙的地形起伏很难测量。由于世界上许多热带泥炭地都很偏远,无法进入,来自美国国家航空航天局国际空间站全球生态系统动力学调查(GEDI)和冰上高级地形激光测高系统(ATLAS)等任务的星载激光测高数据,云和陆地高程卫星2号(ICESat-2)天文台可以帮助描述这些矿床。我们参考婆罗洲岛文莱达鲁萨兰国Belait区面积超过300平方公里的机载激光雷达数据集,评估了从GEDI波形数据以及ATLAS的单光子数据中提取的地面高程。GEDI L2A版本2,算法1质量数据的空间滤波将机载激光雷达得出的地面高程的平均绝对偏差从8.35 m降低到1.83 m,均方根误差从15.98 m降低到1.97 m,无偏均方根误差从不13.62 m降低到0.72 m。类似地,ATLAS ATL08版本3夜间强光束地面光子的空间滤波将平均绝对偏差从1.51 m降低到0.64 m,均方根误差从3.85 m降低到0.77 m,无偏均方根误差从不3.54 m降低到0.44 m。我们得出结论,尽管地面反演稀疏,如果使用空间滤波器进行后处理,这些星载平台可以为热带泥炭地表面测高提供有用的数据。
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Improved terrain estimation from spaceborne lidar in tropical peatlands using spatial filtering

Tropical peatlands are estimated to hold carbon stocks of 70 Pg C or more as partly decomposed organic matter, or peat. Peat may accumulate over thousands of years into gently mounded deposits called peat domes with a relief of several meters over distances of kilometers. The mounded shapes of tropical peat domes account for much of the carbon storage in these landscapes, but their subtle topographic relief is difficult to measure. As many of the world's tropical peatlands are remote and inaccessible, spaceborne laser altimetry data from missions such as NASA's Global Ecosystem Dynamics Investigation (GEDI) on the International Space Station (ISS) and the Advanced Topographic Laser Altimeter System (ATLAS) instrument on the Ice, Cloud and land Elevation Satellite-2 (ICESat-2) observatory could help to describe these deposits. We evaluate retrieval of ground elevations derived from GEDI waveform data, as well as single-photon data from ATLAS, with reference to an airborne lidar dataset covering an area of over 300 km2 in the Belait District of Brunei Darussalam on the island of Borneo. Spatial filtering of GEDI L2A version 2, algorithm 1 quality data reduced mean absolute deviations from airborne-lidar-derived ground elevations from 8.35 m to 1.83 m, root-mean-squared error from 15.98 m to 1.97 m, and unbiased root-mean-squared error from 13.62 m to 0.72 m. Similarly, spatial filtering of ATLAS ATL08 version 3 ground photons from strong beams at night reduced mean absolute deviations from 1.51 m to 0.64 m, root-mean-squared error from 3.85 m to 0.77 m, and unbiased root-mean-squared error from 3.54 m to 0.44 m. We conclude that despite sparse ground retrievals, these spaceborne platforms can provide useful data for tropical peatland surface altimetry if postprocessed with a spatial filter.

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