ORIGINAL RESEARCH
Forest Terrain Inversion Based on Icesat-2/ATLAS
with Different Laser Intensities
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College of Forestry, Southwest Forestry University, Kunming 650224, China
Submission date: 2022-07-05
Final revision date: 2022-08-13
Acceptance date: 2022-09-08
Online publication date: 2022-12-05
Publication date: 2022-12-21
Corresponding author
Qingtai Shu
College of Forestry, Southwest Forestry University, No. 300 Bailong Temple, 650224, Kunming, China
Pol. J. Environ. Stud. 2023;32(1):341-351
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ABSTRACT
There are various problems concerning the acquisition of forest digital terrain using satellite-based
LiDAR (LiDAR). In this paper, a method for extracting the classified photon point cloud is summarised
based on the photon point cloud acquired by ICESat-2/ATLAS strong and weak beams for forest
digital terrain inversion. In this study, ATLAS was used as the data source to group canopy heights,
and airborne LiDAR G-LiHT was used as the validation data to verify the effect of different canopy
heights on the inversion of the understorey terrain. The results show that, when the canopy heights
were not grouped, the inversion accuracy of both strong and weak ATLAS beams was higher, with
an R2 greater than 0.99, an RMSE of less than 0.7 m, and an MAE of less than 0.4 m. Overall, the
strong beams were superior. Moreover, when the canopy heights were grouped, the R2 was greater than
0.99 and the accuracy was best at the canopy height of 5-10 m. The R2 decreased when the height
exceeded 35 m. The inversion accuracy of both the strong and weak ATLAS beams was higher than
0.99. The accuracy of both strong and weak beam inversions was extremely high, with the strong beam
being superior overall. However, both strong and weak beams can provide a scientific basis for the
inversion of understory DTMs. Canopy height affected the inversion accuracy, which was inversely
proportional to the canopy height, with an increase in canopy height causing a decrease in the accuracy.
The inversion of the understorey topography was better than that of the dwarf tree and shrub layers.