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Estimation of Forest Stand Volume in Coniferous Plantation from Individual Tree Segmentation Aspect Using UAV-LiDAR

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成果类型:
期刊论文
作者:
Zhou, Xinshao;Ma, Kaisen;Sun, Hua;Li, Chaokui;Wang, Yonghong
通讯作者:
Ma, KS
作者机构:
[Zhou, Xinshao; Sun, Hua] Hunan City Univ, Coll Informat & Elect Engn, Yiyang 413000, Peoples R China.
[Zhou, Xinshao; Wang, Yonghong] Cent South Univ Forestry & Technol, Res Ctr Forestry Remote Sensing & Informat Engn, Changsha 410004, Peoples R China.
[Ma, Kaisen; Li, Chaokui] Hunan Univ Sci & Technol, Natl Local Joint Engn Lab Geospatial Informat Tech, Xiangtan 411100, Peoples R China.
[Sun, Hua] Key Lab Forestry Remote Sensing Based Big Data & E, Changsha, Peoples R China.
通讯机构:
[Ma, KS ] H
Hunan Univ Sci & Technol, Natl Local Joint Engn Lab Geospatial Informat Tech, Xiangtan 411100, Peoples R China.
语种:
英文
关键词:
UAV-LiDAR;individual tree segmentation;forest stand volume estimation;Gaussian mixture model
期刊:
Remote Sensing
ISSN:
2072-4292
年:
2024
卷:
16
期:
15
页码:
2736-
基金类别:
Conceptualization and methodology, X.Z. and K.M.; validation, K.M. and H.S.; formal analysis, K.M.; investigation, X.Z., K.M., C.L. and Y.W.; draft, X.Z., K.M. and H.S.; supervision, Y.W. and H.S.; review, editing, and revision, X.Z., K.M. and H.S.; funding acquisition, X.Z., C.L. and H.S. 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. 31971578 and 42171418), Hunan Provincial Natural Science Foundation of China (No. 2022JJ30078) and Research project of Hunan Provincial Department of Education under Grant 22C0522.
机构署名:
本校为第一机构
院系归属:
信息与电子工程学院
摘要:
The main problems of forest parameter extraction and forest stand volume estimation using unmanned aerial vehicle light detection and ranging (UAV-LiDAR) technology are the lack of precision in individual tree segmentation and the inability to directly obtain the diameter at breast height (DBH) parameter. To address such limitations, the study proposed an improved individual tree segmentation method combined with a DBH prediction model to obtain the tree height (H) and DBH for calculating the volume of trees, thus realizing the accurate estimation of forest stand volume from individual tree se...

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