SimpleTree-An Efficient Open Source Tool to Build Tree Models from TLS Clouds

被引:269
作者
Hackenberg, Jan [1 ]
Spiecker, Heinrich [1 ]
Calders, Kim [2 ,3 ]
Disney, Mathias [2 ,4 ]
Raumonen, Pasi [5 ]
机构
[1] Univ Freiburg, Chair Forest Growth, D-79106 Freiburg, Germany
[2] UCL, Dept Geog, London WC1E 6BT, England
[3] Natl Phys Lab, Earth Observat Climate & Opt Grp, Teddington TW11 0LW, Middx, England
[4] UCL Geog, NERC Natl Ctr Earth Observat NCEO, London WC1E 6BT, England
[5] Tampere Univ Technol, Dept Math, FIN-33101 Tampere, Finland
关键词
biomass; density; volume; TLS; forestry; tree; stem; branch; point cloud; open source; software; LASER-SCANNING DATA; BIOMASS ESTIMATION; FOREST STRUCTURE; WOOD VOLUME; RECONSTRUCTION; METRICS; STEM; EXTRACTION; DENSITY; HEIGHT;
D O I
10.3390/f6114245
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
An open source tool named SimpleTree, capable of modelling highly accurate cylindrical tree models from terrestrial laser scan point clouds, is presented and evaluated. All important functionalities, accessible in the software via buttons and dialogues, are described including the explanation of all necessary input parameters. The method is validated utilizing 101 point clouds of six different tree species, in the main evergreen and coniferous trees. All scanned trees have been destructively harvested to get accurate estimates of above ground biomass with which we assess the accuracy of the SimpleTree-reconstructed cylinder models. The trees were grouped into four data sets and for each one a Concordance Correlation Coefficient of at least 0.92 (0.92, 0.97, 0.92, 0.94) and an total relative error at most approximate to 8 % (2.42%, 3.59%, -4.59%, 8.27%) was achieved in the comparison of the model results to the ground truth data. A global statistical improvement of derived cylinder radii is presented as well as an efficient optimization approach to automatically improve user given input parameters. An additional check of the SimpleTree results is presented via comparison to the results of trees reconstructed using an alternative, published method.
引用
收藏
页码:4245 / 4294
页数:50
相关论文
共 89 条
[1]   Hybrid tree reconstruction from inhomogeneous point clouds [J].
Aiteanu, Fabian ;
Klein, Reinhard .
VISUAL COMPUTER, 2014, 30 (6-8) :763-771
[2]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[3]  
Akerblom M., 2015, REMOTE SENS, V7, P2072
[4]  
[Anonymous], 2007, NPH
[5]  
[Anonymous], THESIS
[6]   Structural crown properties of Norway spruce (Picea abies [L.] Karst.) and European beech (Fagus sylvatica [L.]) in mixed versus pure stands revealed by terrestrial laser scanning [J].
Bayer, Dominik ;
Seifert, Stefan ;
Pretzsch, Hans .
TREES-STRUCTURE AND FUNCTION, 2013, 27 (04) :1035-1047
[7]   A model for deriving voxel-level tree leaf area density estimates from ground-based LiDAR [J].
Beland, Martin ;
Widlowski, Jean-Luc ;
Fournier, Richard A. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2014, 51 :184-189
[8]   On seeing the wood from the leaves and the role of voxel size in determining leaf area distribution of forests with terrestrial LiDAR [J].
Beland, Martin ;
Baldocchi, Dennis D. ;
Widlowski, Jean-Luc ;
Fournier, Richard A. ;
Verstraete, Michel M. .
AGRICULTURAL AND FOREST METEOROLOGY, 2014, 184 :82-97
[9]  
Belton D., 2013, ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VII-5/W2, P43, DOI [10.5194/isprsannals-II-5-W2-43-2013, 10.5194/isprsannals-ii-5-w2-43-2013, DOI 10.5194/ISPRSANNALS-II-5-W2-43-2013]
[10]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256