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Volumn 6, Issue 11, 2015, Pages 4245-4294

SimpleTree - An efficient open source tool to build tree models from TLS clouds

Author keywords

Biomass; Branch; Density; Forestry; Open source; Point cloud; Software; Stem; TLS; Tree; Volume

Indexed keywords

BIOMASS; COMPUTER SOFTWARE; CYLINDERS (SHAPES); DENSITY (SPECIFIC GRAVITY); FORESTRY; OPEN SYSTEMS; SURVEYING INSTRUMENTS; THALLIUM;

EID: 84949492980     PISSN: None     EISSN: 19994907     Source Type: Journal    
DOI: 10.3390/f6114245     Document Type: Article
Times cited : (249)

References (101)
  • 2
    • 11144254044 scopus 로고    scopus 로고
    • Three-dimensional reconstruction of stems for assessment of taper, sweep and lean based on laser scanning of standing trees
    • Thies, M.; Pfeifer, N.;Winterhalder, D.; Gorte, B.G. Three-dimensional reconstruction of stems for assessment of taper, sweep and lean based on laser scanning of standing trees. Scand. J. For. Res. 2004, 19, 571-581.
    • (2004) Scand. J. For. Res , vol.19 , pp. 571-581
    • Thies, M.1    Pfeifer, N.2    Winterhalder, D.3    Gorte, B.G.4
  • 3
    • 2942752270 scopus 로고    scopus 로고
    • Assessing forest metrics with a ground-based scanning lidar
    • Hopkinson, C.; Chasmer, L.; Young-Pow, C.; Treitz, P. Assessing forest metrics with a ground-based scanning lidar. Can. J. For. Res. 2004, 34, 573-583.
    • (2004) Can. J. For. Res , vol.34 , pp. 573-583
    • Hopkinson, C.1    Chasmer, L.2    Young-Pow, C.3    Treitz, P.4
  • 5
    • 77953496205 scopus 로고    scopus 로고
    • Retrieval of forest structural parameters using LiDAR remote sensing
    • Leeuwen, M.; Nieuwenhuis, M. Retrieval of forest structural parameters using LiDAR remote sensing. Eur. J. For. Res. 2010, 129, 749-770.
    • (2010) Eur. J. For. Res , vol.129 , pp. 749-770
    • Leeuwen, M.1    Nieuwenhuis, M.2
  • 6
    • 80855139426 scopus 로고    scopus 로고
    • The use of terrestrial LiDAR technology in forest science: Application fields, benefits and challenges
    • Dassot, M.; Constant, T.; Fournier, M. The use of terrestrial LiDAR technology in forest science: Application fields, benefits and challenges. Ann. For. Sci. 2011, 68, 959-974.
    • (2011) Ann. For. Sci , vol.68 , pp. 959-974
    • Dassot, M.1    Constant, T.2    Fournier, M.3
  • 10
    • 84930622785 scopus 로고    scopus 로고
    • Non destructive method for biomass prediction combining TLS derived tree volume and wood density
    • Hackenberg, J.; Wassenberg, M.; Spiecker, H.; Sun D. Non destructive method for biomass prediction combining TLS derived tree volume and wood density. Forests 2015, 6, 1274-1300.
    • (2015) Forests , vol.6 , pp. 1274-1300
    • Hackenberg, J.1    Wassenberg, M.2    Spiecker, H.3    Sun, D.4
  • 12
    • 84902463596 scopus 로고    scopus 로고
    • Highly accurate tree models derived from terrestrial laser scan data: A method description
    • Hackenberg, J.; Morhart, C.; Sheppard, J.; Spiecker, H.; Disney, M. Highly accurate tree models derived from terrestrial laser scan data: A method description. Forests 2014, 5, 1069-1105.
    • (2014) Forests , vol.5 , pp. 1069-1105
    • Hackenberg, J.1    Morhart, C.2    Sheppard, J.3    Spiecker, H.4    Disney, M.5
  • 13
    • 84866302165 scopus 로고    scopus 로고
    • Terrestrial laser scanning for measuring the solid wood volume, including branches, of adult standing trees in the forest environment
    • Dassot, M.; Colin, A.; Santenoise, P.; Fournier, M.; Constant, T. Terrestrial laser scanning for measuring the solid wood volume, including branches, of adult standing trees in the forest environment. Comput. Electron. Agric. 2012, 89, 86-93.
    • (2012) Comput. Electron. Agric , vol.89 , pp. 86-93
    • Dassot, M.1    Colin, A.2    Santenoise, P.3    Fournier, M.4    Constant, T.5
  • 15
    • 63749131341 scopus 로고    scopus 로고
    • Springer London, Limited: London, UK
    • Van Laar, A.; Akça, A. Forest Mensuration; Springer London, Limited: London, UK, 2007; Volume 13.
    • (2007) Forest Mensuration , vol.13
    • Van Laar, A.1    Akça, A.2
  • 17
    • 84891661410 scopus 로고    scopus 로고
    • Influences of different materials on the measurements of a terrestrial laser scanner (TLS)
    • Voegtle, T.; Schwab, I.; Landes, T. Influences of different materials on the measurements of a terrestrial laser scanner (TLS). ISPRS2008 2008, 37, 1061-1066.
    • (2008) ISPRS2008 , vol.37 , pp. 1061-1066
    • Voegtle, T.1    Schwab, I.2    Landes, T.3
  • 18
    • 65249180909 scopus 로고    scopus 로고
    • Effects of surface irregularities on intensity data from laser scanning: An experimental approach
    • Pesci, A.; Teza, G. Effects of surface irregularities on intensity data from laser scanning: An experimental approach. Ann. Geophys. 2008, 51, 839-848.
    • (2008) Ann. Geophys , vol.51 , pp. 839-848
    • Pesci, A.1    Teza, G.2
  • 19
    • 84873136867 scopus 로고    scopus 로고
    • The influence of scan mode and circle fitting on tree stem detection, stem diameter and volume extraction from terrestrial laser scans
    • Pueschel, P.; Newnham, G.; Rock, G.; Udelhoven, T.; Werner, W.; Hill, J. The influence of scan mode and circle fitting on tree stem detection, stem diameter and volume extraction from terrestrial laser scans. ISPRS J. Photogramm. Remote Sens. 2013, 77, 44-56.
    • (2013) ISPRS J. Photogramm. Remote Sens , vol.77 , pp. 44-56
    • Pueschel, P.1    Newnham, G.2    Rock, G.3    Udelhoven, T.4    Werner, W.5    Hill, J.6
  • 20
    • 84874428552 scopus 로고    scopus 로고
    • The influence of scanner parameters on the extraction of tree metrics from FARO Photon 120 terrestrial laser scans
    • Pueschel, P. The influence of scanner parameters on the extraction of tree metrics from FARO Photon 120 terrestrial laser scans. ISPRS J. Photogramm. Remote Sens. 2013, 78, 58-68.
    • (2013) ISPRS J. Photogramm. Remote Sens , vol.78 , pp. 58-68
    • Pueschel, P.1
  • 23
    • 79251624293 scopus 로고    scopus 로고
    • From TLS to VLS: Biomass Estimation at Individual Tree Level
    • Lin, Y.; Jaakkola A.; Hyyppä, J.; Kaartinen, H. From TLS to VLS: Biomass Estimation at Individual Tree Level. Remote Sens. 2010, 2, 1864-1879.
    • (2010) Remote Sens , vol.2 , pp. 1864-1879
    • Lin, Y.1    Jaakkola, A.2    Hyyppä, J.3    Kaartinen, H.4
  • 27
    • 84873821197 scopus 로고    scopus 로고
    • Detecting changes in forest structure over time with bi-temporal terrestrial laser scanning data
    • Liang, X.; Hyyppä, J.; Kaartinen, H.; Holopainen, M.; Melkas, T. Detecting changes in forest structure over time with bi-temporal terrestrial laser scanning data. ISPRS Int. J. Geoinf. 2012, 1, 242-255.
    • (2012) ISPRS Int. J. Geoinf , vol.1 , pp. 242-255
    • Liang, X.1    Hyyppä, J.2    Kaartinen, H.3    Holopainen, M.4    Melkas, T.5
  • 30
    • 84928790240 scopus 로고    scopus 로고
    • Terrestrial laser scanning as an effective tool to retrieve tree level height, crown width, and stem diameter
    • Srinivasan, S.; Popescu, S.C.; Eriksson, M.; Sheridan, R.D.; Ku, N.-W. Terrestrial laser scanning as an effective tool to retrieve tree level height, crown width, and stem diameter. Remote Sens. 2015, 7, 1877-1896.
    • (2015) Remote Sens , vol.7 , pp. 1877-1896
    • Srinivasan, S.1    Popescu, S.C.2    Eriksson, M.3    Sheridan, R.D.4    Ku, N.-W.5
  • 31
    • 84919847857 scopus 로고    scopus 로고
    • Assessing mangrove above-ground biomass and structure using terrestrial laser scanning: A case study in the Everglades National Park
    • Feliciano, E.A.; Wdowinski, S.; Potts, M.D. Assessing mangrove above-ground biomass and structure using terrestrial laser scanning: A case study in the Everglades National Park. Wetlands 2014, 34, doi:10.1007/s13157-014-0558-6.
    • (2014) Wetlands , vol.34
    • Feliciano, E.A.1    Wdowinski, S.2    Potts, M.D.3
  • 32
    • 84883862499 scopus 로고    scopus 로고
    • Single tree species classification from Terrestrial Laser Scanning data for forest inventory
    • Othmani, A.; Voon, L. F. L.; Stolz, C.; Piboule A. Single tree species classification from Terrestrial Laser Scanning data for forest inventory. Pattern Recogn. Lett. 2013, 34, 2144-2150.
    • (2013) Pattern Recogn. Lett , vol.34 , pp. 2144-2150
    • Othmani, A.1    Voon, L.F.L.2    Stolz, C.3    Piboule, A.4
  • 33
    • 84892956329 scopus 로고    scopus 로고
    • A new approach to assessing tree stem quality characteristics using terrestrial laser scans
    • Kretschmer, U.; Kirchner, N.; Morhart C.; Spiecker, H. A new approach to assessing tree stem quality characteristics using terrestrial laser scans. Silva Fenn. 2013, 47, id 1071,.
    • (2013) Silva Fenn , vol.47
    • Kretschmer, U.1    Kirchner, N.2    Morhart, C.3    Spiecker, H.4
  • 35
    • 84885446356 scopus 로고    scopus 로고
    • On seeing the wood from the leaves and the role of voxel size in determining leaf area distribution of forests with terrestrial LiDAR
    • Béland, M.; Baldocchi, D.D.; Widlowski, J.-L.; Fournier, R. A.; Verstraete, M.M. On seeing the wood from the leaves and the role of voxel size in determining leaf area distribution of forests with terrestrial LiDAR. Agric. For. Meteorol. 2014, 184, 82-97.
    • (2014) Agric. For. Meteorol , vol.184 , pp. 82-97
    • Béland, M.1    Baldocchi, D.D.2    Widlowski, J.-L.3    Fournier, R.A.4    Verstraete, M.M.5
  • 36
    • 84886840190 scopus 로고    scopus 로고
    • A model for deriving voxel-level tree leaf area density estimates from ground-based LiDAR
    • Béland, M.;Widlowski, J.-L.; Fournier, R A. A model for deriving voxel-level tree leaf area density estimates from ground-based LiDAR. Environ. Modell. Softw. 2014, 51, 184-189.
    • (2014) Environ. Modell. Softw , vol.51 , pp. 184-189
    • Béland, M.1    Widlowski, J.-L.2    Fournier, R.A.3
  • 37
    • 84874779183 scopus 로고    scopus 로고
    • Voxel-based approach for estimating urban tree volume from terrestrial laser scanning data
    • Vonderach, C.; Voegtle, T.; Adler, P. Voxel-based approach for estimating urban tree volume from terrestrial laser scanning data. Int. Arch. Photogr. Remote Sens. Spat. Inf. Sci. 2012, 39, 451-456.
    • (2012) Int. Arch. Photogr. Remote Sens. Spat. Inf. Sci , vol.39 , pp. 451-456
    • Vonderach, C.1    Voegtle, T.2    Adler, P.3
  • 38
    • 84949496292 scopus 로고    scopus 로고
    • Does tree architectural complexity influence the accuracy of wood volume estimates of single young trees by terrestrial laser scanning?
    • Hess, C.; Bienert, A.; Härdtle, W.; von Oheimb, G. Does tree architectural complexity influence the accuracy of wood volume estimates of single young trees by terrestrial laser scanning? Forests 2015, 6, 3847-3867.
    • (2015) Forests , vol.6 , pp. 3847-3867
    • Hess, C.1    Bienert, A.2    Härdtle, W.3    von Oheimb, G.4
  • 39
    • 85028979446 scopus 로고    scopus 로고
    • Structuring laser-scanned trees using 3D mathematical morphology
    • Gorte, B.; Pfeifer, N. Structuring laser-scanned trees using 3D mathematical morphology. Int. Arch. Photogramm. Remote Sens. Inte 2004, 35, 929-933.
    • (2004) Int. Arch. Photogramm. Remote Sens. Inte , vol.35 , pp. 929-933
    • Gorte, B.1    Pfeifer, N.2
  • 40
    • 84900833098 scopus 로고    scopus 로고
    • A structure-aware global optimization method for reconstructing 3-D tree models from terrestrial laser scanning data
    • Wang, Z.; Zhang, L.; Fang, T.; Mathiopoulos, P.T.; Qu, H.; Chen, D.; Wang, Y. A structure-aware global optimization method for reconstructing 3-D tree models from terrestrial laser scanning data. Forests 2014, 52, 5653-5669.
    • (2014) Forests , vol.52 , pp. 5653-5669
    • Wang, Z.1    Zhang, L.2    Fang, T.3    Mathiopoulos, P.T.4    Qu, H.5    Chen, D.6    Wang, Y.7
  • 41
    • 34147120474 scopus 로고
    • A note on two problems in connexion with graphs
    • Dijkstra, E.W. A note on two problems in connexion with graphs. Numer. Math. 1959, 1, 269-271.
    • (1959) Numer. Math , vol.1 , pp. 269-271
    • Dijkstra, E.W.1
  • 42
    • 79951726255 scopus 로고    scopus 로고
    • An architectural model of trees to estimate forest structural attributes using terrestrial LiDAR
    • Côté, J.F.; Fournier, R.A.; Egli, R. An architectural model of trees to estimate forest structural attributes using terrestrial LiDAR. Environ. Model. Softw. 2011, 26, 761-777.
    • (2011) Environ. Model. Softw , vol.26 , pp. 761-777
    • Côté, J.F.1    Fournier, R.A.2    Egli, R.3
  • 43
    • 0001053744 scopus 로고
    • A quantitative analysis of plant form-the pipe model theory: I. Basic analyses
    • Shinozaki, K.; Yoda, K.; Hozumi, K; Kria, T. A quantitative analysis of plant form-the pipe model theory: I. Basic analyses. Jpn. J. Ecol. 1964, 14, 97-105.
    • (1964) Jpn. J. Ecol , vol.14 , pp. 97-105
    • Shinozaki, K.1    Yoda, K.2    Hozumi, K.3    Kria, T.4
  • 44
    • 84864813066 scopus 로고    scopus 로고
    • A fine-scale architectural model of trees to enhance LiDAR-derived measurements of forest canopy structure
    • Côté, J.-F.; Fournier, R.; Frazer, G.; Niemann, K. A fine-scale architectural model of trees to enhance LiDAR-derived measurements of forest canopy structure. Agric. For. Meteorol. 2012, 166, 72-85.
    • (2012) Agric. For. Meteorol , vol.166 , pp. 72-85
    • Côté, J.-F.1    Fournier, R.2    Frazer, G.3    Niemann, K.4
  • 45
    • 84900421573 scopus 로고    scopus 로고
    • A practical approach for extracting tree models in forest environments based on equirectangular projections of terrestrial laser scans
    • Eysn, L.; Pfeifer, N.; Ressl, C.; Hollaus, M.; Grafl, A.; Morsdorf, F. A practical approach for extracting tree models in forest environments based on equirectangular projections of terrestrial laser scans. Remote Sens. 2013, 5, 5424-5448.
    • (2013) Remote Sens , vol.5 , pp. 5424-5448
    • Eysn, L.1    Pfeifer, N.2    Ressl, C.3    Hollaus, M.4    Grafl, A.5    Morsdorf, F.6
  • 46
    • 84949524346 scopus 로고    scopus 로고
    • (accessed on 13th November 2015)
    • Homepage of the AutoCAD software. Available online: http://autocad.en.softonic.com/(accessed on 13th November 2015).
  • 50
    • 84937899906 scopus 로고    scopus 로고
    • Analysis of geometric primitives in Quantitative Structure Models of Tree Stems
    • Åkerblom, M.; Raumonen, P.; Kaasalainen, M.; Casella, E. Analysis of geometric primitives in Quantitative Structure Models of Tree Stems. Remote Sens. 2015, 7, 2072-4292.
    • (2015) Remote Sens , vol.7 , pp. 2072-4292
    • Åkerblom, M.1    Raumonen, P.2    Kaasalainen, M.3    Casella, E.4
  • 51
    • 37849042762 scopus 로고    scopus 로고
    • CAMPINO-A skeletonization method for point cloud processing
    • Theme Issue: Terrestrial Laser Scanning
    • Bucksch, A.; Lindenbergh, R. CAMPINO-A skeletonization method for point cloud processing. ISPRS J. Photogramm. Remote Sens. 2008, 63, 115-127. Theme Issue: Terrestrial Laser Scanning.
    • (2008) ISPRS J. Photogramm. Remote Sens , vol.63 , pp. 115-127
    • Bucksch, A.1    Lindenbergh, R.2
  • 54
    • 84880607708 scopus 로고    scopus 로고
    • 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
    • Bayer, D.; Seifert, S.; Pretzsch, H. 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. Trees 2013, 27, 1035-1047.
    • (2013) Trees , vol.27 , pp. 1035-1047
    • Bayer, D.1    Seifert, S.2    Pretzsch, H.3
  • 57
    • 84896452876 scopus 로고    scopus 로고
    • PypeTree: A tool for reconstructing tree perennial tissues from point clouds
    • Delagrange, S.; Jauvin, C. and Rochon, P. PypeTree: A tool for reconstructing tree perennial tissues from point clouds. Sensors 2014, 14, 4271-4289.
    • (2014) Sensors , vol.14 , pp. 4271-4289
    • Delagrange, S.1    Jauvin, C.2    Rochon, P.3
  • 58
    • 0033702160 scopus 로고    scopus 로고
    • Extracting skeletal curves from 3D scattered data
    • Verroust, A.; Lazarus, F. Extracting skeletal curves from 3D scattered data. Vis. Comp. 2000, 16, 15-25.
    • (2000) Vis. Comp , vol.16 , pp. 15-25
    • Verroust, A.1    Lazarus, F.2
  • 59
    • 84884627405 scopus 로고    scopus 로고
    • Modeling trees with a space colonization algorithm
    • Runions, A.; Lane, B.; Prusinkiewicz, P. Modeling trees with a space colonization algorithm. EGWNP 2007, 7, 63-70.
    • (2007) EGWNP , vol.7 , pp. 63-70
    • Runions, A.1    Lane, B.2    Prusinkiewicz, P.3
  • 62
    • 84945183338 scopus 로고    scopus 로고
    • Procedural tree modeling with guiding vectors
    • Xu, L.; Mould, D. Procedural tree modeling with guiding vectors. Comput. Graph. Forum 2015, 34, 47-56.
    • (2015) Comput. Graph. Forum , vol.34 , pp. 47-56
    • Xu, L.1    Mould, D.2
  • 64
    • 36049009360 scopus 로고    scopus 로고
    • Knowledge and heuristic-based modeling of laser-scanned trees
    • Xu, H.; Gossett, N.; Chen, B. Knowledge and heuristic-based modeling of laser-scanned trees. ACM T. Graphic. (TOG) 2007, 26, doi:10.1145/1289603.1289610.
    • (2007) ACM T. Graphic. (TOG) , vol.26
    • Xu, H.1    Gossett, N.2    Chen, B.3
  • 66
    • 84902470971 scopus 로고    scopus 로고
    • Diploma Thesis, Institut fur Informatik, Rheinische Friedrich-Wilhelms-Universität, Bonn, Germany
    • Jayaratna, S. Baumrekonstruktion aus 3D-Punktwolken. Diploma Thesis, Institut fur Informatik, Rheinische Friedrich-Wilhelms-Universität, Bonn, Germany, 2009.
    • (2009) Baumrekonstruktion aus 3D-Punktwolken
    • Jayaratna, S.1
  • 69
    • 84902175237 scopus 로고    scopus 로고
    • Hybrid tree reconstruction from inhomogeneous point clouds
    • Aiteanu, F.; Klein, R. Hybrid tree reconstruction from inhomogeneous point clouds. Vis. Comput. 2014, 30, 763-771.
    • (2014) Vis. Comput , vol.30 , pp. 763-771
    • Aiteanu, F.1    Klein, R.2
  • 70
    • 84949516308 scopus 로고    scopus 로고
    • (accessed on 17 August 2015)
    • Computree Project. Available online: http://computree.onf.fr/?lang=en (accessed on 17 August 2015).
  • 73
    • 84949521815 scopus 로고    scopus 로고
    • (accessed on 24th June 2015)
    • Homepage of the Computational Geometry Algorithms Library. Available online: http://www.cgal.org/(accessed on 24th June 2015).
  • 75
    • 84949519660 scopus 로고    scopus 로고
    • (accessed on 24 June 2015)
    • Homepage of Sorted Publse Data Software Library. Available online: http://www.spdlib.org/doku.php (accessed on 24 June 2015).
  • 76
    • 84949496555 scopus 로고    scopus 로고
    • (accessed on 27 August 2015)
    • SimpleTree Project. Available online: http://www.simpletree.uni-freiburg.de/(accessed on 27 August 2015).
  • 77
    • 84949514241 scopus 로고    scopus 로고
    • (accessed on 26 August 2015)
    • SimpleTree Source Code on GitHub. Available online: https://github.com/SimpleTree/SimpleTree (accessed on 26 August 2015).
  • 78
    • 84949524053 scopus 로고    scopus 로고
    • (accessed on 26 August 2015)
    • Berkeley Software Distribution. Available online: http://opensource.org/licenses/bsd-license.php (accessed on 26 August 2015).
  • 79
    • 81055135407 scopus 로고    scopus 로고
    • (accessed on 3 June 2015)
    • Guennebaud, G.; Jacob, B. Eigen v3, 2010. Available online: http://eigen.tuxfamily.org (accessed on 3 June 2015).
    • (2010) Eigen v3
    • Guennebaud, G.1    Jacob, B.2
  • 82
    • 84949520461 scopus 로고    scopus 로고
    • (accessed on 03 June 2015)
    • QT Framework. Available online: http://www.qt.io/(accessed on 03 June 2015).
  • 83
    • 53849114297 scopus 로고    scopus 로고
    • Towards 3D point cloud based object maps for household environments
    • Rusu, R.B.; Marton, Z.C.; Blodow, N.; Dolha, M.; Beetz, M. Towards 3D point cloud based object maps for household environments. Robot. Auton. Syst. 2008, 56, 927-941.
    • (2008) Robot. Auton. Syst , vol.56 , pp. 927-941
    • Rusu, R.B.1    Marton, Z.C.2    Blodow, N.3    Dolha, M.4    Beetz, M.5
  • 85
    • 0019574599 scopus 로고
    • Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography
    • Fischler, M.A.; Bolles, R.C. Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography. Commun. ACM 1981, 24, 381-395.
    • (1981) Commun. ACM , vol.24 , pp. 381-395
    • Fischler, M.A.1    Bolles, R.C.2
  • 86
    • 84901487430 scopus 로고    scopus 로고
    • Tree stem and height measurements using terrestrial laser scanning and the RANSAC algorithm
    • Olofsson, K.; Holmgren, J.; Olsson, H. Tree stem and height measurements using terrestrial laser scanning and the RANSAC algorithm. Remote Sens. 2014, 6, 4323-4344.
    • (2014) Remote Sens , vol.6 , pp. 4323-4344
    • Olofsson, K.1    Holmgren, J.2    Olsson, H.3
  • 87
    • 77953039855 scopus 로고    scopus 로고
    • An evaluation of R2 as an inadequate measure for nonlinear models in pharmacological and biochemical research: A Monte Carlo approach
    • Spiess, A.-N.; Neumeyer, N. An evaluation of R2 as an inadequate measure for nonlinear models in pharmacological and biochemical research: A Monte Carlo approach. BMC Pharmacol. 2010, 6, 10.
    • (2010) BMC Pharmacol , vol.6 , pp. 10
    • Spiess, A.-N.1    Neumeyer, N.2
  • 90
  • 91
    • 84925494794 scopus 로고    scopus 로고
    • Analysis of wood density profiles of tree stems: Incorporating vertical variations to optimize wood sampling strategies for density and biomass estimations
    • Wassenberg, M.; Chiu, H.-S.; Guo, W.; Spiecker, H. Analysis of wood density profiles of tree stems: Incorporating vertical variations to optimize wood sampling strategies for density and biomass estimations. Trees 2015, 29, 551-561.
    • (2015) Trees , vol.29 , pp. 551-561
    • Wassenberg, M.1    Chiu, H.-S.2    Guo, W.3    Spiecker, H.4
  • 92
    • 84949484753 scopus 로고    scopus 로고
    • (accessed on 11 June 2015)
    • Data Sheet Z + F IMAGER 5010c. Available online: http://www.zf-laser.com/fileadmin/editor/Datenblaetter/Datenblatt_Z_F_IMAGER_5010C_D_kompr.pdf (accessed on 11 June 2015).
    • Data Sheet Z + F IMAGER 5010c
  • 93
    • 84949484753 scopus 로고    scopus 로고
    • (accessed on 11 June 2015)
    • Data Sheet Z + F IMAGER 5010. Available online: http://www.zf-laser.com/fileadmin/editor/Datenblaetter/Datasheet_Z_F_IMAGER_5010_E_kompr_01.pdf (accessed on 11 June 2015).
    • Data Sheet Z + F IMAGER 5010
  • 94
    • 84927912818 scopus 로고    scopus 로고
    • A review of the challenges and opportunities in estimating above ground forest biomass using tree-level models
    • Temesgen, H.; Affleck, D.; Poudel, K.; Gray, A.; Sessions, J. A review of the challenges and opportunities in estimating above ground forest biomass using tree-level models. Scand. J. For. Res. 2015, 30, 326-335.
    • (2015) Scand. J. For. Res , vol.30 , pp. 326-335
    • Temesgen, H.1    Affleck, D.2    Poudel, K.3    Gray, A.4    Sessions, J.5
  • 95
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike, H. A new look at the statistical model identification. IEEE Trans. Autom. Control 1974, 19, 716-723, doi:10.1109/TAC.1974.1100705.
    • (1974) IEEE Trans. Autom. Control , vol.19 , pp. 716-723
    • Akaike, H.1
  • 96
    • 84925691450 scopus 로고    scopus 로고
    • Predicting wood fiber attributes using local-scale metrics from terrestrial LiDAR data: A case study of Newfoundland conifer species
    • Blanchette, D.; Fournier, R.A.; Luther, J.E.; Côté, J.F. Predicting wood fiber attributes using local-scale metrics from terrestrial LiDAR data: A case study of Newfoundland conifer species. For. Ecol. Manag. 2015, 347, 116-129.
    • (2015) For. Ecol. Manag , vol.347 , pp. 116-129
    • Blanchette, D.1    Fournier, R.A.2    Luther, J.E.3    Côté, J.F.4
  • 97
    • 84928790240 scopus 로고    scopus 로고
    • Terrestrial laser scanning as a tool for assessing tree growth
    • Sheppard, J.; Morhart, C.; Hackenberg, J.; Spiecker, H. Terrestrial laser scanning as a tool for assessing tree growth. Remote Sens. 2015, 7, 1877-1896.
    • (2015) Remote Sens , vol.7 , pp. 1877-1896
    • Sheppard, J.1    Morhart, C.2    Hackenberg, J.3    Spiecker, H.4
  • 98
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • Nelder, B. J.; Mead, R. A simplex method for function minimization. Comput. J. 1965, 4, 308-313.
    • (1965) Comput. J , vol.4 , pp. 308-313
    • Nelder, B.J.1    Mead, R.2
  • 100
    • 84949512283 scopus 로고    scopus 로고
    • (accessed on 24 June 2015)
    • Scipy library. Available online: http://docs.scipy.org/doc/(accessed on 24 June 2015).
  • 101
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Mach. learn. 2001, 45, 5-32.
    • (2001) Mach. learn , vol.45 , pp. 5-32
    • Breiman, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.