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SRTM DEM Correction Based on PSO-DBN Model in Vegetated Mountain Areas

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成果类型:
期刊论文
作者:
Sun, Xinpeng;Zhou, Cui;Xie, Jian;Ouyang, Zidu;Luo, Yongfeng
通讯作者:
Zhou, C
作者机构:
[Zhou, Cui; Sun, Xinpeng; Zhou, C; Ouyang, Zidu; Luo, Yongfeng] Cent South Univ Forestry & Technol, Coll Sci, Changsha 410004, Peoples R China.
[Xie, Jian] Hunan Univ Sci & Technol, Sch Earth Sci & Spatial Informat Engn, Xiangtan 411201, Peoples R China.
通讯机构:
[Zhou, C ] C
Cent South Univ Forestry & Technol, Coll Sci, Changsha 410004, Peoples R China.
语种:
英文
关键词:
digital elevation model;SRTM DEM;ICESat-2;forest;PSO-DBN
期刊:
Forests
ISSN:
1999-4907
年:
2023
卷:
14
期:
10
页码:
1985-
基金类别:
Conceptualization, X.S. and C.Z.; funding acquisition, C.Z.; methodology, X.S., C.Z., J.X. and Z.O.; resources, C.Z., J.X. and Y.L.; supervision, C.Z., J.X. and Y.L.; writing—original draft, X.S.; writing—review and editing, X.S., C.Z., Z.O. and Y.L. All authors have read and agreed to the published version of the manuscript. This research was funded by the National Natural Science Foundation of China (No. 42074016 and 42030112) and the Hunan Provincial Natural Science Foundation of China (No. 2021JJ30244).
机构署名:
本校为第一且通讯机构
院系归属:
理学院
摘要:
The Shuttle Radar Topography Mission (SRTM) digital elevation model (DEM) is extensively utilized in various fields, such as forestry, oceanography, geology, and hydrology. However, due to limitations in radar side-view imaging, the SRTM DEM still contains gaps and anomalies, particularly in areas with an intricate topography, like forests. To enhance the accuracy of the SRTM DEM in forested regions, commonly employed approaches include regression analysis and artificial neural networks (ANN). Nevertheless, existing regression methods struggle to accurately capture the intricate nonlinear rela...

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