Cargando…
Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment
Mobile laser scanning (MLS) is widely used in the mapping of forest environments. It has become important for extracting the parameters of forest trees using the generated environmental map. In this study, a three-dimensional point cloud map of a forest area was generated by using the Velodyne VLP-1...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6679591/ https://www.ncbi.nlm.nih.gov/pubmed/31330918 http://dx.doi.org/10.3390/s19143212 |
_version_ | 1783441369872728064 |
---|---|
author | Zhou, Sanzhang Kang, Feng Li, Wenbin Kan, Jiangming Zheng, Yongjun He, Guojian |
author_facet | Zhou, Sanzhang Kang, Feng Li, Wenbin Kan, Jiangming Zheng, Yongjun He, Guojian |
author_sort | Zhou, Sanzhang |
collection | PubMed |
description | Mobile laser scanning (MLS) is widely used in the mapping of forest environments. It has become important for extracting the parameters of forest trees using the generated environmental map. In this study, a three-dimensional point cloud map of a forest area was generated by using the Velodyne VLP-16 LiDAR system, so as to extract the diameter at breast height (DBH) of individual trees. The Velodyne VLP-16 LiDAR system and inertial measurement units (IMU) were used to construct a mobile measurement platform for generating 3D point cloud maps for forest areas. The 3D point cloud map in the forest area was processed offline, and the ground point cloud was removed by the random sample consensus (RANSAC) algorithm. The trees in the experimental area were segmented by the European clustering algorithm, and the DBH component of the tree point cloud was extracted and projected onto a 2D plane, fitting the DBH of the trees using the RANSAC algorithm in the plane. A three-dimensional point cloud map of 71 trees was generated in the experimental area, and estimated the DBH. The mean and variance of the absolute error were 0.43 cm and 0.50, respectively. The relative error of the whole was 2.27%, the corresponding variance was 15.09, and the root mean square error (RMSE) was 0.70 cm. The experimental results were good and met the requirements of forestry mapping, and the application value and significance were presented. |
format | Online Article Text |
id | pubmed-6679591 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66795912019-08-19 Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment Zhou, Sanzhang Kang, Feng Li, Wenbin Kan, Jiangming Zheng, Yongjun He, Guojian Sensors (Basel) Article Mobile laser scanning (MLS) is widely used in the mapping of forest environments. It has become important for extracting the parameters of forest trees using the generated environmental map. In this study, a three-dimensional point cloud map of a forest area was generated by using the Velodyne VLP-16 LiDAR system, so as to extract the diameter at breast height (DBH) of individual trees. The Velodyne VLP-16 LiDAR system and inertial measurement units (IMU) were used to construct a mobile measurement platform for generating 3D point cloud maps for forest areas. The 3D point cloud map in the forest area was processed offline, and the ground point cloud was removed by the random sample consensus (RANSAC) algorithm. The trees in the experimental area were segmented by the European clustering algorithm, and the DBH component of the tree point cloud was extracted and projected onto a 2D plane, fitting the DBH of the trees using the RANSAC algorithm in the plane. A three-dimensional point cloud map of 71 trees was generated in the experimental area, and estimated the DBH. The mean and variance of the absolute error were 0.43 cm and 0.50, respectively. The relative error of the whole was 2.27%, the corresponding variance was 15.09, and the root mean square error (RMSE) was 0.70 cm. The experimental results were good and met the requirements of forestry mapping, and the application value and significance were presented. MDPI 2019-07-21 /pmc/articles/PMC6679591/ /pubmed/31330918 http://dx.doi.org/10.3390/s19143212 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhou, Sanzhang Kang, Feng Li, Wenbin Kan, Jiangming Zheng, Yongjun He, Guojian Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment |
title | Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment |
title_full | Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment |
title_fullStr | Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment |
title_full_unstemmed | Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment |
title_short | Extracting Diameter at Breast Height with a Handheld Mobile LiDAR System in an Outdoor Environment |
title_sort | extracting diameter at breast height with a handheld mobile lidar system in an outdoor environment |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6679591/ https://www.ncbi.nlm.nih.gov/pubmed/31330918 http://dx.doi.org/10.3390/s19143212 |
work_keys_str_mv | AT zhousanzhang extractingdiameteratbreastheightwithahandheldmobilelidarsysteminanoutdoorenvironment AT kangfeng extractingdiameteratbreastheightwithahandheldmobilelidarsysteminanoutdoorenvironment AT liwenbin extractingdiameteratbreastheightwithahandheldmobilelidarsysteminanoutdoorenvironment AT kanjiangming extractingdiameteratbreastheightwithahandheldmobilelidarsysteminanoutdoorenvironment AT zhengyongjun extractingdiameteratbreastheightwithahandheldmobilelidarsysteminanoutdoorenvironment AT heguojian extractingdiameteratbreastheightwithahandheldmobilelidarsysteminanoutdoorenvironment |