Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning

The accurate estimation of leaf area is of great importance for the acquisition of information on the forest canopy structure. Currently, direct harvesting is used to obtain leaf area; however, it is difficult to quickly and effectively extract the leaf area of a forest. Although remote sensing tech...

Full description

Bibliographic Details
Main Authors: Yangbo Deng, Kunyong Yu, Xiong Yao, Qiaoya Xie, Yita Hsieh, Jian Liu
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:Forests
Subjects:
Online Access:https://www.mdpi.com/1999-4907/10/8/660
id doaj-a8cbf0980fd54fcc8c1150585cf0a2e4
record_format Article
spelling doaj-a8cbf0980fd54fcc8c1150585cf0a2e42020-11-25T01:34:38ZengMDPI AGForests1999-49072019-08-0110866010.3390/f10080660f10080660Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser ScanningYangbo Deng0Kunyong Yu1Xiong Yao2Qiaoya Xie3Yita Hsieh4Jian Liu5College of Forestry, Fujian Agriculture and Forestry University, Fujian 350002, ChinaCollege of Forestry, Fujian Agriculture and Forestry University, Fujian 350002, ChinaCollege of Forestry, Fujian Agriculture and Forestry University, Fujian 350002, ChinaCollege of Forestry, Fujian Agriculture and Forestry University, Fujian 350002, ChinaCollege of Forestry, Fujian Agriculture and Forestry University, Fujian 350002, ChinaCollege of Forestry, Fujian Agriculture and Forestry University, Fujian 350002, ChinaThe accurate estimation of leaf area is of great importance for the acquisition of information on the forest canopy structure. Currently, direct harvesting is used to obtain leaf area; however, it is difficult to quickly and effectively extract the leaf area of a forest. Although remote sensing technology can obtain leaf area by using a wide range of leaf area estimates, such technology cannot accurately estimate leaf area at small spatial scales. The purpose of this study is to examine the use of terrestrial laser scanning data to achieve a fast, accurate, and non-destructive estimation of individual tree leaf area. We use terrestrial laser scanning data to obtain 3D point cloud data for individual tree canopies of <i>Pinus massoniana</i>. Using voxel conversion, we develop a model for the number of voxels and canopy leaf area and then apply it to the 3D data. The results show significant positive correlations between reference leaf area and mass (<i>R</i><sup>2</sup> = 0.8603; <i>p</i> &lt; 0.01). Our findings demonstrate that using terrestrial laser point cloud data with a layer thickness of 0.1 m and voxel size of 0.05 m can effectively improve leaf area estimations. We verify the suitability of the voxel-based method for estimating the leaf area of <i>P. massoniana</i> and confirmed the effectiveness of this non-destructive method.https://www.mdpi.com/1999-4907/10/8/660<i>Pinus massoniana</i>specific leaf arealeaf areaterrestrial laser scanningvoxelizationforest canopy
collection DOAJ
language English
format Article
sources DOAJ
author Yangbo Deng
Kunyong Yu
Xiong Yao
Qiaoya Xie
Yita Hsieh
Jian Liu
spellingShingle Yangbo Deng
Kunyong Yu
Xiong Yao
Qiaoya Xie
Yita Hsieh
Jian Liu
Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning
Forests
<i>Pinus massoniana</i>
specific leaf area
leaf area
terrestrial laser scanning
voxelization
forest canopy
author_facet Yangbo Deng
Kunyong Yu
Xiong Yao
Qiaoya Xie
Yita Hsieh
Jian Liu
author_sort Yangbo Deng
title Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning
title_short Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning
title_full Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning
title_fullStr Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning
title_full_unstemmed Estimation of <i>Pinus</i> <i>massoniana</i> Leaf Area Using Terrestrial Laser Scanning
title_sort estimation of <i>pinus</i> <i>massoniana</i> leaf area using terrestrial laser scanning
publisher MDPI AG
series Forests
issn 1999-4907
publishDate 2019-08-01
description The accurate estimation of leaf area is of great importance for the acquisition of information on the forest canopy structure. Currently, direct harvesting is used to obtain leaf area; however, it is difficult to quickly and effectively extract the leaf area of a forest. Although remote sensing technology can obtain leaf area by using a wide range of leaf area estimates, such technology cannot accurately estimate leaf area at small spatial scales. The purpose of this study is to examine the use of terrestrial laser scanning data to achieve a fast, accurate, and non-destructive estimation of individual tree leaf area. We use terrestrial laser scanning data to obtain 3D point cloud data for individual tree canopies of <i>Pinus massoniana</i>. Using voxel conversion, we develop a model for the number of voxels and canopy leaf area and then apply it to the 3D data. The results show significant positive correlations between reference leaf area and mass (<i>R</i><sup>2</sup> = 0.8603; <i>p</i> &lt; 0.01). Our findings demonstrate that using terrestrial laser point cloud data with a layer thickness of 0.1 m and voxel size of 0.05 m can effectively improve leaf area estimations. We verify the suitability of the voxel-based method for estimating the leaf area of <i>P. massoniana</i> and confirmed the effectiveness of this non-destructive method.
topic <i>Pinus massoniana</i>
specific leaf area
leaf area
terrestrial laser scanning
voxelization
forest canopy
url https://www.mdpi.com/1999-4907/10/8/660
work_keys_str_mv AT yangbodeng estimationofipinusiimassonianaileafareausingterrestriallaserscanning
AT kunyongyu estimationofipinusiimassonianaileafareausingterrestriallaserscanning
AT xiongyao estimationofipinusiimassonianaileafareausingterrestriallaserscanning
AT qiaoyaxie estimationofipinusiimassonianaileafareausingterrestriallaserscanning
AT yitahsieh estimationofipinusiimassonianaileafareausingterrestriallaserscanning
AT jianliu estimationofipinusiimassonianaileafareausingterrestriallaserscanning
_version_ 1725070691943841792