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Volumn 42, Issue 11, 2012, Pages 1896-1907

Predicting and calibrating tree attributes by means of airborne laser scanning and field measurements

Author keywords

[No Author keywords available]

Indexed keywords

AIRBORNE LASER SCANNING; BEST LINEAR UNBIASED PREDICTOR; DIAMETER-AT-BREAST HEIGHTS; FIELD MEASUREMENT; FOREST STAND; INDIVIDUAL TREE; NUMBER OF SAMPLES; PINUS SYLVESTRIS; PRACTICAL IMPORTANCE; RANDOM EFFECTS; SCOTS PINE; TREE HEIGHT;

EID: 84870166558     PISSN: 00455067     EISSN: 12086037     Source Type: Journal    
DOI: 10.1139/x2012-134     Document Type: Article
Times cited : (36)

References (60)
  • 1
    • 84864554537 scopus 로고    scopus 로고
    • Using multilevel remote sensing and ground data to estimate forest biomass resources in remote regions: A case study in the boreal forests of interior Alaska
    • doi:10.5589/m12-003
    • Andersen, H.-E., Strunk, J., Temesgen, H., Atwood, D., Winterberger, K. 2011. Using multilevel remote sensing and ground data to estimate forest biomass resources in remote regions: a case study in the boreal forests of interior Alaska. Can. J. Remote Sens. 37(06): 596-611. doi:10.5589/m12-003.
    • (2011) Can. J. Remote Sens , vol.37 , Issue.6 , pp. 596-611
    • Andersen, H.-E.1    Strunk, J.2    Temesgen, H.3    Atwood, D.4    Winterberger, K.5
  • 2
    • 85044575962 scopus 로고    scopus 로고
    • DEM generation from laserscanner data using adaptive TIN models
    • Part B4, 16-22 July 2000, Amsterdam, the Netherlands
    • Axelsson, P. 2000. DEM generation from laserscanner data using adaptive TIN models. In International Archives of Photogrammetry and Remote Sensing, Vol. XXXIII, Part B4, 16-22 July 2000, Amsterdam, the Netherlands. pp. 110-117.
    • (2000) International Archives of Photogrammetry and Remote Sensing , vol.33 , pp. 110-117
    • Axelsson, P.1
  • 3
    • 84867482368 scopus 로고    scopus 로고
    • Prediction of timber quality parameters of forest stands by means of small footprint airborne laser scanner data
    • Bollandsås, O.M., Maltamo, M., Gobakken, T., Lien, V., and Næsset, E. 2011. Prediction of timber quality parameters of forest stands by means of small footprint airborne laser scanner data. Int. J. Forest Eng. 22(1): 14-23.
    • (2011) Int. J. Forest Eng , vol.22 , Issue.1 , pp. 14-23
    • Bollandsås, O.M.1    Maltamo, M.2    Gobakken, T.3    Lien, V.4    Næsset, E.5
  • 4
    • 84860919960 scopus 로고    scopus 로고
    • Small area estimation of forest attributes in the Norwegian National Forest Inventory
    • doi:10.1007/s10342-012-0596-7
    • Breidenbach, J., and Astrup, R. 2012. Small area estimation of forest attributes in the Norwegian National Forest Inventory. Eur. J. For. Res. 131(4): 1255-1267. doi:10.1007/s10342-012-0596-7.
    • (2012) Eur. J. For. Res , vol.131 , Issue.4 , pp. 1255-1267
    • Breidenbach, J.1    Astrup, R.2
  • 5
    • 77954981829 scopus 로고    scopus 로고
    • Mixed-effects models for estimating stand volume by means of small footprint airborne laser scanner data
    • Breidenbach, J., Kublin, E., McGaughey, R.J., Andersen, H.E., and Reutebuch, S.E. 2008. Mixed-effects models for estimating stand volume by means of small footprint airborne laser scanner data. Photogramm. J. Finland, 21: 4-15.
    • (2008) Photogramm. J. Finland , vol.21 , pp. 4-15
    • Breidenbach, J.1    Kublin, E.2    McGaughey, R.J.3    Andersen, H.E.4    Reutebuch, S.E.5
  • 6
    • 75149122295 scopus 로고    scopus 로고
    • Prediction of species specific forest inventory attributes using a nonparametric semi-individual tree crown approach based on fused airborne laser scanning and multispectral data
    • doi:10.1016/j.rse.2009.12.004
    • Breidenbach, J., Næsset, E., Lien, V., Gobakken, T., and Solberg, S. 2010. Prediction of species specific forest inventory attributes using a nonparametric semi-individual tree crown approach based on fused airborne laser scanning and multispectral data. Remote Sens. Environ. 114(4): 911-924. doi:10.1016/j.rse.2009.12.004.
    • (2010) Remote Sens. Environ , vol.114 , Issue.4 , pp. 911-924
    • Breidenbach, J.1    Næsset, E.2    Lien, V.3    Gobakken, T.4    Solberg, S.5
  • 7
    • 33745246056 scopus 로고    scopus 로고
    • Pairwise fitting of mixed models for the joint modelling of multivariate longitudinal profiles
    • doi:10.1111/j.1541-0420.2006.00507.x. PMID:16918906
    • Fieuws, S., and Verbeke, G. 2006. Pairwise fitting of mixed models for the joint modelling of multivariate longitudinal profiles. Biometrics, 62(2): 424-431. doi:10.1111/j.1541-0420.2006.00507.x. PMID:16918906.
    • (2006) Biometrics , vol.62 , Issue.2 , pp. 424-431
    • Fieuws, S.1    Verbeke, G.2
  • 8
    • 11144304495 scopus 로고    scopus 로고
    • Estimation of diameter and basal area distributions in coniferous forest by means of airborne laser scanner data
    • doi:10.1080/02827580410019454
    • Gobakken, T., and Næsset, E. 2004. Estimation of diameter and basal area distributions in coniferous forest by means of airborne laser scanner data. Scand. J. For. Res. 19(6): 529-542. doi:10.1080/02827580410019454.
    • (2004) Scand. J. For. Res , vol.19 , Issue.6 , pp. 529-542
    • Gobakken, T.1    Næsset, E.2
  • 9
    • 0003445439 scopus 로고    scopus 로고
    • 3rd ed. Hodder Arnold, London, U.K. ISBN 0 340 80655 9
    • Goldstein, H. 2003. Multilevel statistical models. 3rd ed. Hodder Arnold, London, U.K. ISBN 0 340 80655 9.
    • (2003) Multilevel Statistical Models
    • Goldstein, H.1
  • 10
    • 78951484187 scopus 로고    scopus 로고
    • Model-assisted estimation of biomass in a lidar sample survey in Hedmark County
    • doi:10.1139/X10-195
    • Gregoire, T.G., Ståhl, G., Næsset, E., Gobakken, T., Nelson, R., and Holm, S. 2011. Model-assisted estimation of biomass in a lidar sample survey in Hedmark County, Norway. Can. J. For. Res. 41(1): 83-95. doi:10.1139/X10-195.
    • (2011) Norway. Can. J. For. Res , vol.41 , Issue.1 , pp. 83-95
    • Gregoire, T.G.1    Ståhl, G.2    Næsset, E.3    Gobakken, T.4    Nelson, R.5    Holm, S.6
  • 11
    • 2342646308 scopus 로고    scopus 로고
    • Identifying species of individual trees using airborne laser scanner
    • doi:10.1016/S0034-4257(03)00140-8
    • Holmgren, J., and Persson, Å. 2004. Identifying species of individual trees using airborne laser scanner. Remote Sens. Environ. 90(4): 415-423. doi:10.1016/S0034-4257(03)00140-8.
    • (2004) Remote Sens. Environ , vol.90 , Issue.4 , pp. 415-423
    • Holmgren, J.1    Persson, A.2
  • 12
    • 41249100721 scopus 로고    scopus 로고
    • Nearest neighbor imputation of species-level, plot-scale forest structure attributes from LiDAR data
    • doi:10.1016/j.rse.2007.10.009
    • Hudak, A.T., Crookston, N.L., Evans, J.S., Hall, D.E., and Falkowski, M.J. 2008. Nearest neighbor imputation of species-level, plot-scale forest structure attributes from LiDAR data. Remote Sens. Environ. 112(5): 2232-2245. doi:10.1016/j.rse.2007.10.009.
    • (2008) Remote Sens. Environ , vol.112 , Issue.5 , pp. 2232-2245
    • Hudak, A.T.1    Crookston, N.L.2    Evans, J.S.3    Hall, D.E.4    Falkowski, M.J.5
  • 13
    • 33746506688 scopus 로고    scopus 로고
    • Estimation of biophysical characteristics for highly variable mixed-conifer stands using small-footprint lidar
    • doi:10.1139/x06-007
    • Jensen, J.L.R., Humes, K.S., Conner, T., Williams, C.J., DeGroot, J. 2006. Estimation of biophysical characteristics for highly variable mixed-conifer stands using small-footprint lidar. Can. J. For. Res. 36(5): 1129-1138. doi:10.1139/x06-007.
    • (2006) Can. J. For. Res , vol.36 , Issue.5 , pp. 1129-1138
    • Jensen, J.L.R.1    Humes, K.S.2    Conner, T.3    Williams, C.J.4    Degroot, J.5
  • 14
    • 21244506784 scopus 로고    scopus 로고
    • Functions for estimating stem diameter and tree age using tree height, crown width and existing stand database information
    • Kalliovirta, J., and Tokola, T. 2005. Functions for estimating stem diameter and tree age using tree height, crown width and existing stand database information. Silva Fenn. 39(2): 227-248.
    • (2005) Silva Fenn , vol.39 , Issue.2 , pp. 227-248
    • Kalliovirta, J.1    Tokola, T.2
  • 15
    • 67349288558 scopus 로고    scopus 로고
    • Tree species differentiation using intensity data derived from leaf-on and leaf-off airborne laser scanner data
    • doi:10.1016/j.rse.2009.03.017
    • Kim, S., McGaughey, R.J., Andersen, H.-E., and Schreuder, G. 2009. Tree species differentiation using intensity data derived from leaf-on and leaf-off airborne laser scanner data. Remote Sens. Environ. 113(8): 1575-1586. doi:10.1016/j.rse.2009.03.017.
    • (2009) Remote Sens. Environ , vol.113 , Issue.8 , pp. 1575-1586
    • Kim, S.1    McGaughey, R.J.2    Andersen, H.-E.3    Schreuder, G.4
  • 16
    • 36448939413 scopus 로고    scopus 로고
    • Mapping forest plots: An efficient method combining photogrammetry and field triangulation
    • Korpela, I., Tuomola, T., and Välimäki, E. 2007. Mapping forest plots: an efficient method combining photogrammetry and field triangulation. Silva Fenn. 41: 457-469.
    • (2007) Silva Fenn , vol.41 , pp. 457-469
    • Korpela, I.1    Tuomola, T.2    Välimäki, E.3
  • 17
    • 77953963207 scopus 로고    scopus 로고
    • Tree species classification using airborne LiDAR - effects of stand and tree parameters, downsizing of training set, intensity normalization, and sensor type
    • Korpela, I., Ørka, H.O., Maltamo, M., Tokola, T., and Hyyppä, J. 2010. Tree species classification using airborne LiDAR - effects of stand and tree parameters, downsizing of training set, intensity normalization, and sensor type. Silva Fenn. 44: 319-339.
    • (2010) Silva Fenn , vol.44 , pp. 319-339
    • Korpela, I.1    Ørka, H.O.2    Maltamo, M.3    Tokola, T.4    Hyyppä, J.5
  • 19
    • 0002822624 scopus 로고
    • Mixed linear models for analyzing and predicting stem form variation of Scots pine
    • Lappi, J. 1986. Mixed linear models for analyzing and predicting stem form variation of Scots pine. Commununications Instituti Forestalis Fenniae 134.
    • (1986) Commununications Instituti Forestalis Fenniae , pp. 134
    • Lappi, J.1
  • 20
    • 0001511957 scopus 로고
    • Calibration of height and volume equations with random parameters
    • Lappi, J. 1991. Calibration of height and volume equations with random parameters. For. Sci. 37: 781-801.
    • (1991) For. Sci , vol.37 , pp. 781-801
    • Lappi, J.1
  • 21
    • 33746057822 scopus 로고    scopus 로고
    • A multivariate, nonparametric stem-curve prediction method
    • doi:10.1139/x05-305
    • Lappi, J. 2006. A multivariate, nonparametric stem-curve prediction method. Can. J. For. Res. 36(4): 1017-1027. doi:10.1139/x05-305.
    • (2006) Can. J. For. Res , vol.36 , Issue.4 , pp. 1017-1027
    • Lappi, J.1
  • 22
    • 36448969832 scopus 로고    scopus 로고
    • Generalizing sample tree information. In Forest inventory methodology and applications
    • Edited by A. Kangas and M. Maltamo. Springer, Dordrecht, the Netherlands
    • Lappi, J., Mehtätalo, L., and Korhonen, K.T. 2006. Generalizing sample tree information. In Forest inventory methodology and applications. Managing forest ecosystems. Vol. 10. Edited by A. Kangas and M. Maltamo. Springer, Dordrecht, the Netherlands. pp. 85-106.
    • (2006) Managing Forest Ecosystems , vol.10 , pp. 85-106
    • Lappi, J.1    Mehtätalo, L.2    Korhonen, K.T.3
  • 26
    • 1842588326 scopus 로고    scopus 로고
    • Estimation of timber volume and stem density based on scanning laser altimetry and expected tree size distribution functions
    • doi:10.1016/ j.rse.2004.01.006
    • Maltamo, M., Eerikäinen, K., Pitkänen, J., Hyyppä, J., and Vehmas, M. 2004a. Estimation of timber volume and stem density based on scanning laser altimetry and expected tree size distribution functions. Remote Sens. Environ. 90(3): 319-330. doi:10.1016/ j.rse.2004.01.006.
    • (2004) Remote Sens. Environ , vol.90 , Issue.3 , pp. 319-330
    • Maltamo, M.1    Eerikäinen, K.2    Pitkänen, J.3    Hyyppä, J.4    Vehmas, M.5
  • 27
    • 9944260989 scopus 로고    scopus 로고
    • The accuracy of estimating individual tree variables with airborne laser scanning in a boreal nature reserve
    • doi:10.1139/x04-055
    • Maltamo, M., Mustonen, K., Hyyppä, J., Pitkänen, J., and Yu, X. 2004b. The accuracy of estimating individual tree variables with airborne laser scanning in a boreal nature reserve. Can. J. For. Res. 34(9): 1791-1801. doi:10.1139/x04-055.
    • (2004) Can. J. For. Res , vol.34 , Issue.9 , pp. 1791-1801
    • Maltamo, M.1    Mustonen, K.2    Hyyppä, J.3    Pitkänen, J.4    Yu, X.5
  • 28
    • 70349489110 scopus 로고    scopus 로고
    • Predicting tree attributes and quality characteristics of Scots pine using airborne laser scanning data
    • Maltamo, M., Peuhkurinen, J., Malinen, J., Vauhkonen, J., Packalén, P., and Tokola, T. 2009. Predicting tree attributes and quality characteristics of Scots pine using airborne laser scanning data. Silva Fenn. 43(3): 507-521.
    • (2009) Silva Fenn , vol.43 , Issue.3 , pp. 507-521
    • Maltamo, M.1    Peuhkurinen, J.2    Malinen, J.3    Vauhkonen, J.4    Packalén, P.5    Tokola, T.6
  • 30
    • 23244460170 scopus 로고    scopus 로고
    • Localizing a predicted diameter distribution using sample information
    • Mehtätalo, L. 2005. Localizing a predicted diameter distribution using sample information. For. Sci. 51(4): 292-302.
    • (2005) For. Sci , vol.51 , Issue.4 , pp. 292-302
    • Mehtätalo, L.1
  • 31
    • 33749410248 scopus 로고    scopus 로고
    • The use of quantile trees in predicting the diameter distribution of a stand
    • Mehtätalo, L., Maltamo, M., and Kangas, A. 2006. The use of quantile trees in predicting the diameter distribution of a stand. Silva Fenn. 40(3): 501-516.
    • (2006) Silva Fenn , vol.40 , Issue.3 , pp. 501-516
    • Mehtätalo, L.1    Maltamo, M.2    Kangas, A.3
  • 32
    • 47549096034 scopus 로고    scopus 로고
    • Comparing strategies for modeling tree diameter percentiles from remeasured plots
    • doi:10.1002/env.896
    • Mehtätalo, L., Gregoire, T.G., and Burkhart, H.E. 2008. Comparing strategies for modeling tree diameter percentiles from remeasured plots. Environmetrics, 19(5): 529-548. doi:10.1002/env.896.
    • (2008) Environmetrics , vol.19 , Issue.5 , pp. 529-548
    • Mehtätalo, L.1    Gregoire, T.G.2    Burkhart, H.E.3
  • 33
    • 0036218720 scopus 로고    scopus 로고
    • Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data
    • doi:10.1016/S0034-4257(01)00290-5
    • Næsset, E. 2002. Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data. Remote Sens. Environ. 80(1): 88-99. doi:10.1016/S0034-4257(01)00290-5.
    • (2002) Remote Sens. Environ , vol.80 , Issue.1 , pp. 88-99
    • Næsset, E.1
  • 34
    • 36248953733 scopus 로고    scopus 로고
    • Airborne laser scanning as a method in operational forest inventory: Status of accuracy assessments accomplished in Scandinavia
    • doi:10.1080/02827580701672147
    • Næsset, E. 2007. Airborne laser scanning as a method in operational forest inventory: status of accuracy assessments accomplished in Scandinavia. Scand. J. For. Res. 22(5): 433-442. doi:10.1080/02827580701672147.
    • (2007) Scand. J. For. Res , vol.22 , Issue.5 , pp. 433-442
    • Næsset, E.1
  • 35
    • 64549112589 scopus 로고    scopus 로고
    • Classifying species of individual trees by intensity and structure features derived from airborne laser scanner data
    • doi:10.1016/j.rse.2009.02.002
    • Ørka, H.O., Næsset, E., and Bollandsås, O.M. 2009. Classifying species of individual trees by intensity and structure features derived from airborne laser scanner data. Remote Sens. Environ. 113(6): 1163-1174. doi:10.1016/j.rse.2009.02.002.
    • (2009) Remote Sens. Environ , vol.113 , Issue.6 , pp. 1163-1174
    • Ørka, H.O.1    Næsset, E.2    Bollandsås, O.M.3
  • 36
    • 34250374908 scopus 로고    scopus 로고
    • The k-MSN method in the prediction of species specific stand attributes using airborne laser scanning and aerial photographs
    • doi:10.1016/j.rse.2007.01.005
    • Packalén, P., and Maltamo, M. 2007. The k-MSN method in the prediction of species specific stand attributes using airborne laser scanning and aerial photographs. Remote Sens. Environ. 109(3): 328-341. doi:10.1016/j.rse.2007.01.005.
    • (2007) Remote Sens. Environ , vol.109 , Issue.3 , pp. 328-341
    • Packalén, P.1    Maltamo, M.2
  • 37
    • 47749140767 scopus 로고    scopus 로고
    • Estimation of species-specific diameter distributions using airborne laser scanning and aerial photographs
    • doi:10.1139/X08-037
    • Packalén, P., and Maltamo, M. 2008. Estimation of species-specific diameter distributions using airborne laser scanning and aerial photographs. Can. J. For. Res. 38(7): 1750-1760. doi:10.1139/X08-037.
    • (2008) Can. J. For. Res , vol.38 , Issue.7 , pp. 1750-1760
    • Packalén, P.1    Maltamo, M.2
  • 38
    • 80051710049 scopus 로고    scopus 로고
    • ALS based estimation of plot volume and site index in a Eucalyptus plantation with a nonlinear mixed effect model that accounts for the clone effect
    • doi:10.1007/s13595-011-0124-9
    • Packalén, P., Mehtätalo, L., and Maltamo, M. 2011a. ALS based estimation of plot volume and site index in a Eucalyptus plantation with a nonlinear mixed effect model that accounts for the clone effect. Ann. For. Sci. 68(6): 1085-1092. doi:10.1007/s13595-011-0124-9.
    • (2011) Ann. For. Sci , vol.68 , Issue.6 , pp. 1085-1092
    • Packalén, P.1    Mehtätalo, L.2    Maltamo, M.3
  • 40
    • 0036731654 scopus 로고    scopus 로고
    • Detecting and measuring individual trees using an airborne laser scanner
    • Persson, Å., Holmgren, J., and Söderman, U. 2002. Detecting and measuring individual trees using an airborne laser scanner. Photogramm. Eng. Remote Sens. 68: 925-932.
    • (2002) Photogramm. Eng. Remote Sens , vol.68 , pp. 925-932
    • Persson, A.1    Holmgren, J.2    Söderman, U.3
  • 41
    • 37249065327 scopus 로고    scopus 로고
    • Preharvest measurement of marked stands using airborne laser scanning
    • Peuhkurinen, J., Maltamo, M., Malinen, J., Pitkänen, J., and Packalén, P. 2007. Preharvest measurement of marked stands using airborne laser scanning. For. Sci. 53: 653-661.
    • (2007) For. Sci , vol.53 , pp. 653-661
    • Peuhkurinen, J.1    Maltamo, M.2    Malinen, J.3    Pitkänen, J.4    Packalén, P.5
  • 43
    • 84924023111 scopus 로고    scopus 로고
    • A multi-scale method for segmentation of trees in aerial images
    • Norway, 6-8 September 2004. Edited by K. Hobbelstad. NIJOS-Report 09/05. Norwegian Institute of Land Inventory, Oslo, Norway
    • Pitkänen, J. 2005. A multi-scale method for segmentation of trees in aerial images. In Proceedings of the SNS-meeting at Sjusjøen -Forest Inventory and Planning in Nordic Countries, Norway, 6-8 September 2004. Edited by K. Hobbelstad. NIJOS-Report 09/05. Norwegian Institute of Land Inventory, Oslo, Norway.
    • (2005) Proceedings of the SNS-meeting At Sjusjøen -Forest Inventory and Planning In Nordic Countries
    • Pitkänen, J.1
  • 44
    • 33644777039 scopus 로고    scopus 로고
    • Adaptive methods for individual tree detection on airborne laser based canopy height model
    • Edited by M. Theis, B. Koch, H. Spiecker, and H. Weinacker. University of Freiburg, Freiburg, Germany
    • Pitkänen, J., Maltamo, M., Hyyppä, J., and Yu, X. 2004. Adaptive methods for individual tree detection on airborne laser based canopy height model. In Proceedings of ISPRS working group VIII/2: Laser-Scanners for Forest and Landscape Assessment. Edited by M. Theis, B. Koch, H. Spiecker, and H. Weinacker. University of Freiburg, Freiburg, Germany. pp. 187-191.
    • (2004) Proceedings of ISPRS Working Group VIII/2: Laser-Scanners For Forest and Landscape Assessment , pp. 187-191
    • Pitkänen, J.1    Maltamo, M.2    Hyyppä, J.3    Yu, X.4
  • 45
    • 39749118753 scopus 로고    scopus 로고
    • A voxel-based lidar method for estimating crown base height for deciduous and pine trees
    • doi:10.1016/j.rse.2007.06.011
    • Popescu, S.C., and Zhao, K. 2008. A voxel-based lidar method for estimating crown base height for deciduous and pine trees. Remote Sens. Environ. 112(3): 767-781. doi:10.1016/j.rse.2007.06.011.
    • (2008) Remote Sens. Environ , vol.112 , Issue.3 , pp. 767-781
    • Popescu, S.C.1    Zhao, K.2
  • 47
    • 79961135005 scopus 로고    scopus 로고
    • R Development Core Team. R Foundation for Statistical Computing, Vienna, Austria. Available from
    • R Development Core Team. 2011. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Available from http://www.R-project.org/.
    • (2011) R: A Language and Environment For Statistical Computing
  • 48
    • 77949487082 scopus 로고    scopus 로고
    • Modelling tree diameter from airborne laser scanning derived variables: A comparison of spatial statistical models
    • doi:10.1016/j.rse.2010.01.020
    • Salas, C., Ene, L., Gregoire, T.G., Næsset, E., and Gobakken, T. 2010. Modelling tree diameter from airborne laser scanning derived variables: a comparison of spatial statistical models. Remote Sens. Environ. 114(6): 1277-1285. doi:10.1016/j.rse.2010.01.020.
    • (2010) Remote Sens. Environ , vol.114 , Issue.6 , pp. 1277-1285
    • Salas, C.1    Ene, L.2    Gregoire, T.G.3    Næsset, E.4    Gobakken, T.5
  • 49
    • 33749424378 scopus 로고    scopus 로고
    • Linear prediction application for modelling the relationships between a large number of stand characteristics of Norway spruce stands
    • Siipilehto, J. 2006. Linear prediction application for modelling the relationships between a large number of stand characteristics of Norway spruce stands. Silva Fenn. 40(3): 517-530.
    • (2006) Silva Fenn , vol.40 , Issue.3 , pp. 517-530
    • Siipilehto, J.1
  • 50
    • 84455174776 scopus 로고    scopus 로고
    • Local prediction of stand structure using linear prediction theory in Scots pine-dominated stands in Finland
    • Siipilehto, J. 2011. Local prediction of stand structure using linear prediction theory in Scots pine-dominated stands in Finland. Silva Fenn. 45: 669-692.
    • (2011) Silva Fenn , vol.45 , pp. 669-692
    • Siipilehto, J.1
  • 51
    • 1842495158 scopus 로고    scopus 로고
    • Estimating individual tree heights of the boreal forest using airborne laser altimetry and digital videography
    • St-Onge, B.A. 2000. Estimating individual tree heights of the boreal forest using airborne laser altimetry and digital videography. Int. Arch. Photogramm. Remote Sens. 32: 179-184.
    • (2000) Int. Arch. Photogramm. Remote Sens , vol.32 , pp. 179-184
    • St-Onge, B.A.1
  • 52
    • 65649099649 scopus 로고    scopus 로고
    • LiDAR and Weibull modeling of diameter and basal area
    • Thomas, V., Oliver, R.D., Lim, K., and Woods, M. 2008. LiDAR and Weibull modeling of diameter and basal area. For. Chron. 84: 866-875.
    • (2008) For. Chron , vol.84 , pp. 866-875
    • Thomas, V.1    Oliver, R.D.2    Lim, K.3    Woods, M.4
  • 54
    • 77951126986 scopus 로고    scopus 로고
    • Estimating crown base height for Scots pine by means of the 3-D geometry of airborne laser scanning data
    • doi:10.1080/01431160903380615
    • Vauhkonen, J. 2010. Estimating crown base height for Scots pine by means of the 3-D geometry of airborne laser scanning data. Int. J. Remote Sens. 31(5): 1213-1226. doi:10.1080/01431160903380615.
    • (2010) Int. J. Remote Sens , vol.31 , Issue.5 , pp. 1213-1226
    • Vauhkonen, J.1
  • 55
    • 77949492502 scopus 로고    scopus 로고
    • Imputation of single-tree attributes using airborne laser scanningbased height, intensity, and alpha shape metrics
    • doi:10.1016/j.rse.2010.01.016
    • Vauhkonen, J., Korpela, I., Maltamo, M., and Tokola, T. 2010. Imputation of single-tree attributes using airborne laser scanningbased height, intensity, and alpha shape metrics. Remote Sens. Environ. 114(6): 1263-1276. doi:10.1016/j.rse.2010.01.016.
    • (2010) Remote Sens. Environ , vol.114 , Issue.6 , pp. 1263-1276
    • Vauhkonen, J.1    Korpela, I.2    Maltamo, M.3    Tokola, T.4
  • 56
    • 80051724547 scopus 로고    scopus 로고
    • Combining tree height samples produced by airborne laser scanning and stand management records to estimate plot volume in Eucalyptus plantations
    • doi:10.1139/x11-083
    • Vauhkonen, J., Mehtätalo, L., and Packalén, P. 2011a. Combining tree height samples produced by airborne laser scanning and stand management records to estimate plot volume in Eucalyptus plantations. Can. J. For. Res. 41(8): 1649 -1658. doi:10.1139/x11-083.
    • (2011) Can. J. For. Res , vol.41 , Issue.8 , pp. 1649-1658
    • Vauhkonen, J.1    Mehtätalo, L.2    Packalén, P.3
  • 59
    • 84858304965 scopus 로고    scopus 로고
    • The suitability of leaf-off airborne laser scanner data for forest inventory
    • Villikka, M., Packalén, P., and Maltamo, M. 2012. The suitability of leaf-off airborne laser scanner data for forest inventory. Silva Fenn. 46: 99-110.
    • (2012) Silva Fenn , vol.46 , pp. 99-110
    • Villikka, M.1    Packalén, P.2    Maltamo, M.3
  • 60
    • 78650726103 scopus 로고    scopus 로고
    • Predicting individual tree attributes from airborne laser point clouds based on random forest technique. ISPRS
    • doi:10.1016/j.isprsjprs.2010.08.003
    • Yu, X., Hyyppä, J., Vastaranta, M., Holopainen, M., and Viitala, R. 2011. Predicting individual tree attributes from airborne laser point clouds based on random forest technique. ISPRS J. Photogramm. Remote Sens. 66(1): 28-37. doi:10.1016/j.isprsjprs.2010.08.003.
    • (2011) J. Photogramm. Remote Sens , vol.66 , Issue.1 , pp. 28-37
    • Yu, X.1    Hyyppä, J.2    Vastaranta, M.3    Holopainen, M.4    Viitala, R.5


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