Automatic tree parameter extraction by a Mobile LiDAR System in an urban context

被引:30
作者
Herrero-Huerta, Monica [1 ,2 ,3 ]
Lindenbergh, Roderik [1 ]
Rodriguez-Gonzalvez, Pablo [2 ,4 ]
机构
[1] Delft Univ Technol, Dept Geosci & Remote Sensing, Delft, Netherlands
[2] Univ Salamanca, Higher Polytech Sch Avila, TIDOP Res Grp, Avila, Spain
[3] Purdue Univ, Dept Agron, W Lafayette, IN 47907 USA
[4] Univ Leon, Dept Min Technol Topog & Struct, Ponferrada, Spain
来源
PLOS ONE | 2018年 / 13卷 / 04期
关键词
DIAMETER ESTIMATION; BASE HEIGHT; LASER; AIRBORNE; TOOL;
D O I
10.1371/journal.pone.0196004
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In an urban context, tree data are used in city planning, in locating hazardous trees and in environmental monitoring. This study focuses on developing an innovative methodology to automatically estimate the most relevant individual structural parameters of urban trees sampled by a Mobile LiDAR System at city level. These parameters include the Diameter at Breast Height (DBH), which was estimated by circle fitting of the points belonging to different height bins using RANSAC. In the case of non-circular trees, DBH is calculated by the maximum distance between extreme points. Tree sizes were extracted through a connectivity analysis. Crown Base Height, defined as the length until the bottom of the live crown, was calculated by voxelization techniques. For estimating Canopy Volume, procedures of mesh generation and alpha-shape methods were implemented. Also, tree location coordinates were obtained by means of Principal Component Analysis. The workflow has been validated on 29 trees of different species sampling a stretch of road 750 m long in Delft (The Netherlands) and tested on a larger dataset containing 58 individual trees. The validation was done against field measurements. DBH parameter had a correlation R-2 value of 0.92 for the height bin of 20 cm which provided the best results. Moreover, the influence of the number of points used for DBH estimation, considering different height bins, was investigated. The assessment of the other inventory parameters yield correlation coefficients higher than 0.91. The quality of the results confirms the feasibility of the proposed methodology, providing scalability to a comprehensive analysis of urban trees.
引用
收藏
页数:23
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