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Volumn 146, Issue , 2018, Pages 465-482

Estimating forest structural attributes using UAV-LiDAR data in Ginkgo plantations

Author keywords

Forest structural attributes; Ginkgo; LiDAR; Planted forest; Point cloud density; UAV

Indexed keywords

AIRCRAFT DETECTION; ANTENNAS; DECISION TREES; DIGITAL STORAGE; ESTIMATION; LEAST SQUARES APPROXIMATIONS; NEAREST NEIGHBOR SEARCH; OPTICAL RADAR; SENSITIVITY ANALYSIS; UNMANNED AERIAL VEHICLES (UAV);

EID: 85056176431     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2018.11.001     Document Type: Article
Times cited : (143)

References (103)
  • 1
    • 33646241525 scopus 로고    scopus 로고
    • Horizontal resolution and data density effects on remotely sensed LIDAR-based DEM
    • Anderson, E.S., Thompson, J.A., Crouse, D.A., Austin, R.E., Horizontal resolution and data density effects on remotely sensed LIDAR-based DEM. Geoderma 132 (2006), 406–415.
    • (2006) Geoderma , vol.132 , pp. 406-415
    • Anderson, E.S.1    Thompson, J.A.2    Crouse, D.A.3    Austin, R.E.4
  • 2
    • 0002603323 scopus 로고
    • Quantifying Diameter Distributions with the Weibull Function
    • Bailey, R.L., Dell, T.R., Quantifying Diameter Distributions with the Weibull Function. Forest Science 19 (1973), 97–104.
    • (1973) Forest Science , vol.19 , pp. 97-104
    • Bailey, R.L.1    Dell, T.R.2
  • 3
    • 85056181217 scopus 로고    scopus 로고
    • BCAL LiDAR Tools Version bcal_lidar_tools_envi5X for ENVI 5.x, ed, Idaho State University, Department of Geosciences, Boise Center Aerospace Laboratory (BCAL), Boise, Idaho.
    • BCAL LiDAR Tools, 2016. Version bcal_lidar_tools_envi5X for ENVI 5.x, ed, Idaho State University, Department of Geosciences, Boise Center Aerospace Laboratory (BCAL), Boise, Idaho.
    • (2016)
  • 4
    • 84925604888 scopus 로고    scopus 로고
    • No unbiased estimator of the variance of K-fold cross-validation
    • Bengio, Y., Grandvalet, No unbiased estimator of the variance of K-fold cross-validation. J. Mach. Learn. Res. 5 (2003), 1089–1105.
    • (2003) J. Mach. Learn. Res. , vol.5 , pp. 1089-1105
    • Bengio, Y.1    Grandvalet2
  • 5
    • 84908374490 scopus 로고    scopus 로고
    • Generalizing predictive models of forest inventory attributes using an area-based approach with airborne LiDAR data
    • Bouvier, M., Durrieu, S., Fournier, R.A., Renaud, J.P., Generalizing predictive models of forest inventory attributes using an area-based approach with airborne LiDAR data. Remote Sens. Environ. 156 (2015), 322–334.
    • (2015) Remote Sens. Environ. , vol.156 , pp. 322-334
    • Bouvier, M.1    Durrieu, S.2    Fournier, R.A.3    Renaud, J.P.4
  • 6
    • 77953872340 scopus 로고    scopus 로고
    • Relative competitive abilities and productivity in Ginkgo and broad bean and wheat mixtures in southern China
    • Cao, F.-L., Kimmins, J., Jolliffe, P., Wang, J., Relative competitive abilities and productivity in Ginkgo and broad bean and wheat mixtures in southern China. Agrofor. Syst. 79 (2010), 369–380.
    • (2010) Agrofor. Syst. , vol.79 , pp. 369-380
    • Cao, F.-L.1    Kimmins, J.2    Jolliffe, P.3    Wang, J.4
  • 7
    • 85025463254 scopus 로고    scopus 로고
    • Chinese Notes of Ginkgo Biloba
    • Chinese Forestry Press Beijing
    • Cao, F.L., Chinese Notes of Ginkgo Biloba. 2007, Chinese Forestry Press, Beijing.
    • (2007)
    • Cao, F.L.1
  • 8
    • 85019707489 scopus 로고    scopus 로고
    • Aboveground biomass estimation of individual trees in a coastal planted forest using full-waveform airborne laser scanning data
    • Cao, L., Gao, S., Li, P., Yun, T., Shen, X., Ruan, H., Aboveground biomass estimation of individual trees in a coastal planted forest using full-waveform airborne laser scanning data. Remote Sens., 8, 2016, 729.
    • (2016) Remote Sens. , vol.8 , pp. 729
    • Cao, L.1    Gao, S.2    Li, P.3    Yun, T.4    Shen, X.5    Ruan, H.6
  • 9
    • 85056164613 scopus 로고    scopus 로고
    • Definitions related to planted forests, UNFF Intercessional Expert Meeting on the Role of Planted Forests in Sustainable Forest Management
    • Zealand Wellington, New
    • Carle, J., Holmgren, P., Definitions related to planted forests, UNFF Intercessional Expert Meeting on the Role of Planted Forests in Sustainable Forest Management. 2003, Zealand, Wellington, New, 329–343.
    • (2003) , pp. 329-343
    • Carle, J.1    Holmgren, P.2
  • 12
    • 79955563877 scopus 로고    scopus 로고
    • The eighth (2009–2013) national forest resources inventory of china
    • China's State Forestry Administration, The eighth (2009–2013) national forest resources inventory of china. For. Resour. Manage., 2014, 1–2.
    • (2014) For. Resour. Manage. , pp. 1-2
    • China's State Forestry Administration1
  • 13
    • 41249102587 scopus 로고    scopus 로고
    • Non-parametric and parametric methods using satellite images for estimating growing stock volume in alpine and Mediterranean forest ecosystems
    • Chirici, G., Barbati, A., Corona, P., Marchetti, M., Travaglini, D., Maselli, F., Bertini, R., Non-parametric and parametric methods using satellite images for estimating growing stock volume in alpine and Mediterranean forest ecosystems. Remote Sens. Environ. 112 (2008), 2686–2700.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 2686-2700
    • Chirici, G.1    Barbati, A.2    Corona, P.3    Marchetti, M.4    Travaglini, D.5    Maselli, F.6    Bertini, R.7
  • 14
    • 84957681049 scopus 로고    scopus 로고
    • A meta-analysis and review of the literature on the k-Nearest Neighbors technique for forestry applications that use remotely sensed data
    • Chirici, G., Mura, M., McInerney, D., Py, N., Tomppo, E.O., Waser, L.T., Travaglini, D., McRoberts, R.E., A meta-analysis and review of the literature on the k-Nearest Neighbors technique for forestry applications that use remotely sensed data. Remote Sens. Environ. 176 (2016), 282–294.
    • (2016) Remote Sens. Environ. , vol.176 , pp. 282-294
    • Chirici, G.1    Mura, M.2    McInerney, D.3    Py, N.4    Tomppo, E.O.5    Waser, L.T.6    Travaglini, D.7    McRoberts, R.E.8
  • 16
    • 2342472109 scopus 로고    scopus 로고
    • Small-footprint lidar estimation of sub-canopy elevation and tree height in a tropical rain forest landscape
    • Clark, M.L., Clark, D.B., Roberts, D.A., Small-footprint lidar estimation of sub-canopy elevation and tree height in a tropical rain forest landscape. Remote Sens. Environ. 91 (2004), 68–89.
    • (2004) Remote Sens. Environ. , vol.91 , pp. 68-89
    • Clark, M.L.1    Clark, D.B.2    Roberts, D.A.3
  • 18
    • 84861475741 scopus 로고    scopus 로고
    • Performance modelling in forest operations through partial least square regression
    • Costa, C., Menesatti, P., Spinelli, R., Performance modelling in forest operations through partial least square regression. Silva Fennica 46 (2015), 241–252.
    • (2015) Silva Fennica , vol.46 , pp. 241-252
    • Costa, C.1    Menesatti, P.2    Spinelli, R.3
  • 19
    • 31344437325 scopus 로고    scopus 로고
    • Predicting tropical forest stand structure parameters from Fourier transform of very high-resolution remotely sensed canopy images
    • Couteron, P., Pelissier, R., Nicolini, E.A., Paget, D., Predicting tropical forest stand structure parameters from Fourier transform of very high-resolution remotely sensed canopy images. J. Appl. Ecol. 42 (2010), 1121–1128.
    • (2010) J. Appl. Ecol. , vol.42 , pp. 1121-1128
    • Couteron, P.1    Pelissier, R.2    Nicolini, E.A.3    Paget, D.4
  • 20
    • 33745727044 scopus 로고    scopus 로고
    • Sigma-point Kalman filtering for integrated GPS and inertial navigation
    • Crassidis, J.L., Sigma-point Kalman filtering for integrated GPS and inertial navigation. IEEE Trans. Aerosp. Electron. Syst. 42 (2006), 750–756.
    • (2006) IEEE Trans. Aerosp. Electron. Syst. , vol.42 , pp. 750-756
    • Crassidis, J.L.1
  • 21
    • 40549143397 scopus 로고    scopus 로고
    • yaImpute: An R Package for kNN Imputation
    • Crookston, N.L., Finley, A.O., yaImpute: An R Package for kNN Imputation. J. Stat. Softw., 2008, 23.
    • (2008) J. Stat. Softw. , pp. 23
    • Crookston, N.L.1    Finley, A.O.2
  • 22
    • 84926631555 scopus 로고    scopus 로고
    • Methods for estimating multivariate stand yields and errors using k-NN and aerial laser scanning
    • Dash, J.P., Marshall, H.M., Rawley, B., Methods for estimating multivariate stand yields and errors using k-NN and aerial laser scanning. Forestry 88 (2015), 237–247.
    • (2015) Forestry , vol.88 , pp. 237-247
    • Dash, J.P.1    Marshall, H.M.2    Rawley, B.3
  • 24
    • 84908097106 scopus 로고    scopus 로고
    • Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass
    • Fassnacht, F., Hartig, F., Latifi, H., Berger, C., Hernández, J., Corvalán, P., Koch, B., Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass. Remote Sens. Environ. 154 (2014), 102–114.
    • (2014) Remote Sens. Environ. , vol.154 , pp. 102-114
    • Fassnacht, F.1    Hartig, F.2    Latifi, H.3    Berger, C.4    Hernández, J.5    Corvalán, P.6    Koch, B.7
  • 25
    • 77952777419 scopus 로고    scopus 로고
    • Aboveground large tree mass estimation in a coastal forest in British Columbia using plot-level metrics and individual tree detection from lidar
    • Ferster, C.J., Coops, N.C., Trofymow, J.A., Aboveground large tree mass estimation in a coastal forest in British Columbia using plot-level metrics and individual tree detection from lidar. Can. J. Remote Sens. 35 (2009), 270–275.
    • (2009) Can. J. Remote Sens. , vol.35 , pp. 270-275
    • Ferster, C.J.1    Coops, N.C.2    Trofymow, J.A.3
  • 26
    • 85056163300 scopus 로고    scopus 로고
    • Food and Agriculture Organization of the United Nations (FAO) Global Forest Resources Assessment 2015: how are the world's forests changing? Rome
    • Food and Agriculture Organization of the United Nations (FAO), 2015. Global Forest Resources Assessment 2015: how are the world's forests changing? Rome, p. 9.
    • (2015) , pp. 9
  • 27
    • 75449089680 scopus 로고    scopus 로고
    • Estimating biomass carbon stocks for a Mediterranean forest in central Spain using LiDAR height and intensity data
    • García, M., Riaño, D., Chuvieco, E., Danson, F.M., Estimating biomass carbon stocks for a Mediterranean forest in central Spain using LiDAR height and intensity data. Remote Sens. Environ. 114 (2010), 816–830.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 816-830
    • García, M.1    Riaño, D.2    Chuvieco, E.3    Danson, F.M.4
  • 29
    • 84893022879 scopus 로고    scopus 로고
    • Laser-assisted selection of field plots for an area-based forest inventory
    • Gobakken, T., Korhonen, L., Næsset, E., Laser-assisted selection of field plots for an area-based forest inventory. Silva Fennica, 47, 2013, 943.
    • (2013) Silva Fennica , vol.47 , pp. 943
    • Gobakken, T.1    Korhonen, L.2    Næsset, E.3
  • 30
    • 66249108899 scopus 로고    scopus 로고
    • Assessing effects of positioning errors and sample plot size on biophysical stand properties derived from airborne laser scanner data
    • Gobakken, T., Næsset, E., Assessing effects of positioning errors and sample plot size on biophysical stand properties derived from airborne laser scanner data. Can. J. For. Res. 39 (2009), 1036–1052.
    • (2009) Can. J. For. Res. , vol.39 , pp. 1036-1052
    • Gobakken, T.1    Næsset, E.2
  • 31
    • 84859606556 scopus 로고    scopus 로고
    • Estimation of stand variables in Pinus radiata D. Don plantations using different LiDAR pulse densities
    • Gonzálezferreiro, E., Diéguezaranda, U., Miranda, D., Estimation of stand variables in Pinus radiata D. Don plantations using different LiDAR pulse densities. Forestry 85 (2012), 281–292.
    • (2012) Forestry , vol.85 , pp. 281-292
    • Gonzálezferreiro, E.1    Diéguezaranda, U.2    Miranda, D.3
  • 32
    • 85047242274 scopus 로고    scopus 로고
    • Digital aerial photogrammetry for assessing cumulative spruce budworm defoliation and enhancing forest inventories at a landscape-level
    • Goodbody, T.R.H., Coops, N.C., Hermosilla, T., Tompalski, P., Mccartney, G., Maclean, D.A., Digital aerial photogrammetry for assessing cumulative spruce budworm defoliation and enhancing forest inventories at a landscape-level. ISPRS J. Photogramm. Remote Sens. 142 (2018), 1–11.
    • (2018) ISPRS J. Photogramm. Remote Sens. , vol.142 , pp. 1-11
    • Goodbody, T.R.H.1    Coops, N.C.2    Hermosilla, T.3    Tompalski, P.4    Mccartney, G.5    Maclean, D.A.6
  • 33
    • 24644443221 scopus 로고    scopus 로고
    • A probabilistic interpretation of precision, recall and F-score, with implication for evaluation
    • Springer
    • Goutte, C., Gaussier, E., A probabilistic interpretation of precision, recall and F-score, with implication for evaluation. European Conference on Information Retrieval, 2005, Springer, 345–359.
    • (2005) European Conference on Information Retrieval , pp. 345-359
    • Goutte, C.1    Gaussier, E.2
  • 34
    • 85007337015 scopus 로고    scopus 로고
    • The effects of fertilization on the growth and physiological characteristics of Ginkgo biloba L
    • Guo, J., Wu, Y., Wang, B., Lu, Y., Cao, F., Wang, G., The effects of fertilization on the growth and physiological characteristics of Ginkgo biloba L. Forests, 7, 2016, 293.
    • (2016) Forests , vol.7 , pp. 293
    • Guo, J.1    Wu, Y.2    Wang, B.3    Lu, Y.4    Cao, F.5    Wang, G.6
  • 35
    • 77953552234 scopus 로고    scopus 로고
    • Effects of topographic variability and lidar sampling density on several DEM interpolation methods
    • Guo, Q., Li, W., Yu, H., Alvarez, O., Effects of topographic variability and lidar sampling density on several DEM interpolation methods. Photogramm. Eng. Remote Sens. 76 (2010), 701–712.
    • (2010) Photogramm. Eng. Remote Sens. , vol.76 , pp. 701-712
    • Guo, Q.1    Li, W.2    Yu, H.3    Alvarez, O.4
  • 36
    • 85011314577 scopus 로고    scopus 로고
    • An integrated UAV-borne lidar system for 3D habitat mapping in three forest ecosystems across China
    • Guo, Q., Su, Y., Hu, T., Zhao, X., Wu, F., Li, Y., Liu, J., Chen, L., Xu, G., Lin, G., An integrated UAV-borne lidar system for 3D habitat mapping in three forest ecosystems across China. Int. J. Remote Sens. 38 (2017), 2954–2972.
    • (2017) Int. J. Remote Sens. , vol.38 , pp. 2954-2972
    • Guo, Q.1    Su, Y.2    Hu, T.3    Zhao, X.4    Wu, F.5    Li, Y.6    Liu, J.7    Chen, L.8    Xu, G.9    Lin, G.10
  • 37
    • 14744305458 scopus 로고    scopus 로고
    • Estimating stand structure using discrete-return lidar: an example from low density, fire prone ponderosa pine forests
    • Hall, S.A., Burke, I.C., Box, D.O., Kaufmann, M.R., Stoker, J.M., Estimating stand structure using discrete-return lidar: an example from low density, fire prone ponderosa pine forests. For. Ecol. Manage. 208 (2005), 189–209.
    • (2005) For. Ecol. Manage. , vol.208 , pp. 189-209
    • Hall, S.A.1    Burke, I.C.2    Box, D.O.3    Kaufmann, M.R.4    Stoker, J.M.5
  • 38
    • 84937883655 scopus 로고    scopus 로고
    • Effects of pulse density on digital terrain models and canopy metrics using airborne laser scanning in a tropical rainforest
    • Hansen, E., Gobakken, T., Næsset, E., Effects of pulse density on digital terrain models and canopy metrics using airborne laser scanning in a tropical rainforest. Remote Sens., 7, 2015, 8453.
    • (2015) Remote Sens. , vol.7 , pp. 8453
    • Hansen, E.1    Gobakken, T.2    Næsset, E.3
  • 39
    • 0034986456 scopus 로고    scopus 로고
    • Laser altimeter canopy height profiles: methods and validation for closed-canopy, broadleaf forests
    • Harding, D.J., Lefsky, M.A., Parker, G.G., Blair, J.B., Laser altimeter canopy height profiles: methods and validation for closed-canopy, broadleaf forests. Remote Sens. Environ. 76 (2001), 283–297.
    • (2001) Remote Sens. Environ. , vol.76 , pp. 283-297
    • Harding, D.J.1    Lefsky, M.A.2    Parker, G.G.3    Blair, J.B.4
  • 40
    • 57349150439 scopus 로고    scopus 로고
    • Estimation of forestry stand parameters using laser scanning data in temperate, structurally rich natural European beech (Fagus sylvatica) and Norway spruce (Picea abies) forests
    • Heurich, M., Thoma, F., Estimation of forestry stand parameters using laser scanning data in temperate, structurally rich natural European beech (Fagus sylvatica) and Norway spruce (Picea abies) forests. Forestry 81 (2008), 645–661.
    • (2008) Forestry , vol.81 , pp. 645-661
    • Heurich, M.1    Thoma, F.2
  • 42
    • 63849173912 scopus 로고    scopus 로고
    • Improving measurement of forest structural parameters by co-registering of high resolution aerial imagery and low density LiDAR data
    • Huang, H.B., Gong, P., Cheng, X., Clinton, N., Li, Z.Y., Improving measurement of forest structural parameters by co-registering of high resolution aerial imagery and low density LiDAR data. Sensors 9 (2009), 1541–1558.
    • (2009) Sensors , vol.9 , pp. 1541-1558
    • Huang, H.B.1    Gong, P.2    Cheng, X.3    Clinton, N.4    Li, Z.Y.5
  • 43
    • 33746169461 scopus 로고    scopus 로고
    • Regression modeling and mapping of coniferous forest basal area and tree density from discrete-return lidar and multispectral satellite data
    • Hudak, A.T., Crookston, N.L., Evans, J.S., Falkowski, M.J., Smith, A.M.S., Gessler, P.E., Morgan, P., Regression modeling and mapping of coniferous forest basal area and tree density from discrete-return lidar and multispectral satellite data. Can. J. Remote Sens. 32 (2006), 126–138.
    • (2006) Can. J. Remote Sens. , vol.32 , pp. 126-138
    • Hudak, A.T.1    Crookston, N.L.2    Evans, J.S.3    Falkowski, M.J.4    Smith, A.M.S.5    Gessler, P.E.6    Morgan, P.7
  • 44
    • 78649529020 scopus 로고    scopus 로고
    • Modeling the potential distribution of pine forests susceptible to Sirex noctilio infestations in mpumalanga, South Africa
    • Ismail, R., Mutanga, O., Kumar, L., Modeling the potential distribution of pine forests susceptible to Sirex noctilio infestations in mpumalanga, South Africa. Trans. Gis 14 (2010), 709–726.
    • (2010) Trans. Gis , vol.14 , pp. 709-726
    • Ismail, R.1    Mutanga, O.2    Kumar, L.3
  • 45
    • 84871828878 scopus 로고    scopus 로고
    • Tradeoffs between lidar pulse density and forest measurement accuracy
    • Jakubowski, M.K., Guo, Q., Kelly, M., Tradeoffs between lidar pulse density and forest measurement accuracy. Remote Sens. Environ. 130 (2013), 245–253.
    • (2013) Remote Sens. Environ. , vol.130 , pp. 245-253
    • Jakubowski, M.K.1    Guo, Q.2    Kelly, M.3
  • 46
    • 85056152236 scopus 로고    scopus 로고
    • LiDAR estimation of mean dominant height, quadratic mean canopy height and stem density in native sclerophyll forests, Proceedings of SilviLaser
    • Australia Hobart, Tasmania
    • Kandel, Y.P., Fox, J.C., Arndt, S.K., Livesley, S.J., LiDAR estimation of mean dominant height, quadratic mean canopy height and stem density in native sclerophyll forests, Proceedings of SilviLaser. 2011, Australia, Hobart, Tasmania, 1–12.
    • (2011) , pp. 1-12
    • Kandel, Y.P.1    Fox, J.C.2    Arndt, S.K.3    Livesley, S.J.4
  • 47
    • 64749089040 scopus 로고    scopus 로고
    • Capturing tree crown formation through implicit surface reconstruction using airborne lidar data
    • Kato, A., Moskal, L.M., Schiess, P., Swanson, M.E., Calhoun, D., Stuetzle, W., Capturing tree crown formation through implicit surface reconstruction using airborne lidar data. Remote Sens. Environ. 113 (2009), 1148–1162.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1148-1162
    • Kato, A.1    Moskal, L.M.2    Schiess, P.3    Swanson, M.E.4    Calhoun, D.5    Stuetzle, W.6
  • 48
    • 70349183248 scopus 로고    scopus 로고
    • Distinguishing between live and dead standing tree biomass on the North Rim of Grand Canyon National Park, USA using small-footprint lidar data
    • Kim, Y., Yang, Z., Cohen, W.B., Pflugmacher, D., Lauver, C.L., Vankat, J.L., Distinguishing between live and dead standing tree biomass on the North Rim of Grand Canyon National Park, USA using small-footprint lidar data. Remote Sens. Environ. 113 (2009), 2499–2510.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 2499-2510
    • Kim, Y.1    Yang, Z.2    Cohen, W.B.3    Pflugmacher, D.4    Lauver, C.L.5    Vankat, J.L.6
  • 49
    • 84856748060 scopus 로고    scopus 로고
    • Multispectral remote sensing from unmanned aircraft: Image processing workflows and applications for rangeland environments
    • Laliberte, Andrea S., Goforth, Mark A., Steele, Caitriana M., Rango, Albert, Multispectral remote sensing from unmanned aircraft: Image processing workflows and applications for rangeland environments. Remote Sens. 3 (2011), 2529–2551.
    • (2011) Remote Sens. , vol.3 , pp. 2529-2551
    • Laliberte, A.S.1    Goforth, M.A.2    Steele, C.M.3    Rango, A.4
  • 50
    • 84857753065 scopus 로고    scopus 로고
    • Forest structure modeling with combined airborne hyperspectral and LiDAR data
    • Latifi, H., Fassnacht, F., Koch, B., Forest structure modeling with combined airborne hyperspectral and LiDAR data. Remote Sens. Environ. 121 (2012), 10–25.
    • (2012) Remote Sens. Environ. , vol.121 , pp. 10-25
    • Latifi, H.1    Fassnacht, F.2    Koch, B.3
  • 52
    • 0033394698 scopus 로고    scopus 로고
    • Lidar remote sensing of the canopy structure and biophysical properties of douglas-fir western hemlock forests
    • Lefsky, M.A., Cohen, W.B., Acker, S.A., Parker, G.G., Spies, T.A., Harding, D., Lidar remote sensing of the canopy structure and biophysical properties of douglas-fir western hemlock forests. Remote Sens. Environ. 70 (1999), 339–361.
    • (1999) Remote Sens. Environ. , vol.70 , pp. 339-361
    • Lefsky, M.A.1    Cohen, W.B.2    Acker, S.A.3    Parker, G.G.4    Spies, T.A.5    Harding, D.6
  • 54
    • 84863115277 scopus 로고    scopus 로고
    • A new method for segmenting individual trees from the lidar point cloud
    • Li, W., Guo, Q., Jakubowski, M.K., Kelly, M., A new method for segmenting individual trees from the lidar point cloud. Photogramm. Eng. Remote Sens. 78 (2012), 75–84.
    • (2012) Photogramm. Eng. Remote Sens. , vol.78 , pp. 75-84
    • Li, W.1    Guo, Q.2    Jakubowski, M.K.3    Kelly, M.4
  • 55
    • 84857799188 scopus 로고    scopus 로고
    • Classification and Regression by randomForest
    • R News
    • Liaw, A., Wiener, M., Classification and Regression by randomForest. 2002, R News, 23.
    • (2002) , pp. 23
    • Liaw, A.1    Wiener, M.2
  • 56
    • 1542396695 scopus 로고    scopus 로고
    • Lidar remote sensing of biophysical properties of tolerant northern hardwood forests
    • Lim, K., Treitz, P., Baldwin, K., Morrison, I., Green, J., Lidar remote sensing of biophysical properties of tolerant northern hardwood forests. Can. J. Remote Sens. 29 (2003), 658–678.
    • (2003) Can. J. Remote Sens. , vol.29 , pp. 658-678
    • Lim, K.1    Treitz, P.2    Baldwin, K.3    Morrison, I.4    Green, J.5
  • 58
    • 84888796633 scopus 로고    scopus 로고
    • A photogrammetric workflow for the creation of a forest canopy height model from small unmanned aerial system imagery
    • Lisein, J., Pierrotdeseilligny, M., Bonnet, S., Lejeune, P., A photogrammetric workflow for the creation of a forest canopy height model from small unmanned aerial system imagery. Forests 4 (2013), 922–944.
    • (2013) Forests , vol.4 , pp. 922-944
    • Lisein, J.1    Pierrotdeseilligny, M.2    Bonnet, S.3    Lejeune, P.4
  • 59
    • 85025429490 scopus 로고    scopus 로고
    • Biomass allocation patterns and allometric models of Ginkgo biloba L
    • Liu, K., Cao, L., Wang, G., Cao, f., Biomass allocation patterns and allometric models of Ginkgo biloba L. J. Beijing For. Univ., 2017, 12–20.
    • (2017) J. Beijing For. Univ. , pp. 12-20
    • Liu, K.1    Cao, L.2    Wang, G.3    Cao, F.4
  • 60
    • 1542501547 scopus 로고    scopus 로고
    • Using airborne and ground-based ranging lidar to measure canopy structure in Australian forests
    • Lovell, J.L., Jupp, D.L.B., Culvenor, D.S., Coops, N.C., Using airborne and ground-based ranging lidar to measure canopy structure in Australian forests. Can. J. Remote Sens. 29 (2003), 607–622.
    • (2003) Can. J. Remote Sens. , vol.29 , pp. 607-622
    • Lovell, J.L.1    Jupp, D.L.B.2    Culvenor, D.S.3    Coops, N.C.4
  • 61
    • 85056147921 scopus 로고    scopus 로고
    • Effects of estimation accuracy of forest variables using different pulse density of laser data
    • (618)
    • Magnusson, M., Jes, F., Holmgren, J., Effects of estimation accuracy of forest variables using different pulse density of laser data. For. Sci., 53, 2007, 619626 (618).
    • (2007) For. Sci. , vol.53 , pp. 619626
    • Magnusson, M.1    Jes, F.2    Holmgren, J.3
  • 62
    • 1842588326 scopus 로고    scopus 로고
    • Estimation of timber volume and stem density based on scanning laser altimetry and expected tree size distribution functions
    • Maltamo, M., Eerikäinen, K., Pitkänen, J., Hyyppä, J., Vehmas, M., Estimation of timber volume and stem density based on scanning laser altimetry and expected tree size distribution functions. Remote Sens. Environ. 90 (2004), 319–330.
    • (2004) Remote Sens. Environ. , vol.90 , pp. 319-330
    • Maltamo, M.1    Eerikäinen, K.2    Pitkänen, J.3    Hyyppä, J.4    Vehmas, M.5
  • 63
    • 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., Tokola, T., Predicting tree attributes and quality characteristics of Scots pine using airborne laser scanning data. Silva Fennica 43 (2009), 507–521.
    • (2009) Silva Fennica , vol.43 , pp. 507-521
    • Maltamo, M.1    Peuhkurinen, J.2    Malinen, J.3    Vauhkonen, J.4    Packalén, P.5    Tokola, T.6
  • 64
    • 85045076457 scopus 로고    scopus 로고
    • Assessing the influence of return density on estimation of lidar-based aboveground biomass in tropical peat swamp forests of Kalimantan, Indonesia
    • Manuri, S., Andersen, H.-E., McGaughey, R.J., Brack, C., Assessing the influence of return density on estimation of lidar-based aboveground biomass in tropical peat swamp forests of Kalimantan, Indonesia. Int. J. Appl. Earth Obs. Geoinf. 56 (2017), 24–35.
    • (2017) Int. J. Appl. Earth Obs. Geoinf. , vol.56 , pp. 24-35
    • Manuri, S.1    Andersen, H.-E.2    McGaughey, R.J.3    Brack, C.4
  • 66
  • 67
    • 84984791543 scopus 로고    scopus 로고
    • Use of low point density ALS data to estimate stand-level structural variables in Mediterranean Aleppo pine forest
    • Montealegre, A.L., Lamelas, M.T., Riva, J.D.L., García-Martín, A., Escribano, F., Use of low point density ALS data to estimate stand-level structural variables in Mediterranean Aleppo pine forest. Forestry 89 (2016), 373–382.
    • (2016) Forestry , vol.89 , pp. 373-382
    • Montealegre, A.L.1    Lamelas, M.T.2    Riva, J.D.L.3    García-Martín, A.4    Escribano, F.5
  • 68
    • 0036218720 scopus 로고    scopus 로고
    • Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data
    • Næsset, E., Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data. Remote Sens. Environ. 80 (2002), 88–99.
    • (2002) Remote Sens. Environ. , vol.80 , pp. 88-99
    • Næsset, E.1
  • 69
    • 2542600770 scopus 로고    scopus 로고
    • Effects of different flying altitudes on biophysical stand properties estimated from canopy height and density measured with a small-footprint airborne scanning laser
    • Næsset, E., Effects of different flying altitudes on biophysical stand properties estimated from canopy height and density measured with a small-footprint airborne scanning laser. Remote Sens. Environ. 91 (2004), 243–255.
    • (2004) Remote Sens. Environ. , vol.91 , pp. 243-255
    • Næsset, E.1
  • 70
    • 56949107840 scopus 로고    scopus 로고
    • Effects of different sensors, flying altitudes, and pulse repetition frequencies on forest canopy metrics and biophysical stand properties derived from small-footprint airborne laser data
    • Næsset, E., Effects of different sensors, flying altitudes, and pulse repetition frequencies on forest canopy metrics and biophysical stand properties derived from small-footprint airborne laser data. Remote Sens. Environ. 113 (2009), 148–159.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 148-159
    • Næsset, E.1
  • 71
    • 43949145887 scopus 로고    scopus 로고
    • Estimation of above- and below-ground biomass across regions of the boreal forest zone using airborne laser
    • Næsset, E., Gobakken, T., Estimation of above- and below-ground biomass across regions of the boreal forest zone using airborne laser. Remote Sens. Environ. 112 (2008), 3079–3090.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3079-3090
    • Næsset, E.1    Gobakken, T.2
  • 72
    • 83455255580 scopus 로고    scopus 로고
    • Predicting forest structural parameters using the image texture derived from WorldView-2 multispectral imagery in a dryland forest, Israel
    • Ozdemir, I., Karnieli, A., Predicting forest structural parameters using the image texture derived from WorldView-2 multispectral imagery in a dryland forest, Israel. Int. J. Appl. Earth Obs. Geoinf. 13 (2011), 701–710.
    • (2011) Int. J. Appl. Earth Obs. Geoinf. , vol.13 , pp. 701-710
    • Ozdemir, I.1    Karnieli, A.2
  • 73
    • 85013847336 scopus 로고    scopus 로고
    • Mapping tree plantations with multispectral imagery: preliminary results for seven tropical countries
    • World Resources Institute Washington, DC
    • Petersen, R., Goldman, E., Harris, N., Sargent, S., Aksenov, D., Manisha, A., Esipova, E., Shevade, V., Loboda, T., Kuksina, N., Mapping tree plantations with multispectral imagery: preliminary results for seven tropical countries. 2016, World Resources Institute, Washington, DC.
    • (2016)
    • Petersen, R.1    Goldman, E.2    Harris, N.3    Sargent, S.4    Aksenov, D.5    Manisha, A.6    Esipova, E.7    Shevade, V.8    Loboda, T.9    Kuksina, N.10
  • 74
    • 85016397393 scopus 로고    scopus 로고
    • Use of partial-coverage UAV data in sampling for large scale forest inventories
    • Puliti, S., Ene, L.T., Gobakken, T., Næsset, E., Use of partial-coverage UAV data in sampling for large scale forest inventories. Remote Sens. Environ. 194 (2017), 115–126.
    • (2017) Remote Sens. Environ. , vol.194 , pp. 115-126
    • Puliti, S.1    Ene, L.T.2    Gobakken, T.3    Næsset, E.4
  • 75
    • 0027790579 scopus 로고
    • Measuring canopy structure with an airborne laser altimeter
    • Ritchie, J.C., Measuring canopy structure with an airborne laser altimeter. Trans. Asae 36 (1993), 1235–1238.
    • (1993) Trans. Asae , vol.36 , pp. 1235-1238
    • Ritchie, J.C.1
  • 76
    • 53349104042 scopus 로고    scopus 로고
    • Cultivation of Ginkgo biloba L. on three continents
    • Schmid, W., Balz, J., Cultivation of Ginkgo biloba L. on three continents. Acta Hortic, 2005.
    • (2005) Acta Hortic
    • Schmid, W.1    Balz, J.2
  • 77
    • 84860156621 scopus 로고    scopus 로고
    • Mapping plant strategy types using remote sensing
    • Schmidtlein, S., Feilhauer, H., Bruelheide, H., Mapping plant strategy types using remote sensing. J. Veg. Sci. 23 (2012), 395–405.
    • (2012) J. Veg. Sci. , vol.23 , pp. 395-405
    • Schmidtlein, S.1    Feilhauer, H.2    Bruelheide, H.3
  • 78
    • 85002279729 scopus 로고    scopus 로고
    • Distribution of natural and planted forests in the yanhe river catchment: have we planted trees on the right sites?
    • Shi, H., Wen, Z., Paull, D., Jiao, F., Distribution of natural and planted forests in the yanhe river catchment: have we planted trees on the right sites?. Forests, 7, 2016, 258.
    • (2016) Forests , vol.7 , pp. 258
    • Shi, H.1    Wen, Z.2    Paull, D.3    Jiao, F.4
  • 79
    • 85002335998 scopus 로고    scopus 로고
    • Comparing modeling methods for predicting forest attributes using LiDAR metrics and ground measurements
    • Shin, J., Temesgen, H., Strunk, J.L., Hilker, T., Comparing modeling methods for predicting forest attributes using LiDAR metrics and ground measurements. Can. J. Remote Sens. 42 (2016), 739–765.
    • (2016) Can. J. Remote Sens. , vol.42 , pp. 739-765
    • Shin, J.1    Temesgen, H.2    Strunk, J.L.3    Hilker, T.4
  • 80
    • 85020225810 scopus 로고    scopus 로고
    • Combined effect of pulse density and grid cell size on predicting and mapping aboveground carbon in fast-growing Eucalyptus forest plantation using airborne LiDAR data
    • Silva, C.A., Hudak, A.T., Klauberg, C., Vierling, L.A., Gonzalez-Benecke, C., Carvalho, S.d.P.C., Rodriguez, L.C.E., Cardil, A., Combined effect of pulse density and grid cell size on predicting and mapping aboveground carbon in fast-growing Eucalyptus forest plantation using airborne LiDAR data. Carbon Bal. Manage., 12, 2017, 13.
    • (2017) Carbon Bal. Manage. , vol.12 , pp. 13
    • Silva, C.A.1    Hudak, A.T.2    Klauberg, C.3    Vierling, L.A.4    Gonzalez-Benecke, C.5    Carvalho, S.D.P.C.6    Rodriguez, L.C.E.7    Cardil, A.8
  • 81
  • 82
    • 84922208373 scopus 로고    scopus 로고
    • Effects of LiDAR point density and landscape context on estimates of urban forest biomass
    • Singh, K.K., Chen, G., Mccarter, J.B., Meentemeyer, R.K., Effects of LiDAR point density and landscape context on estimates of urban forest biomass. ISPRS J. Photogramm. Remote Sens. 101 (2015), 310–322.
    • (2015) ISPRS J. Photogramm. Remote Sens. , vol.101 , pp. 310-322
    • Singh, K.K.1    Chen, G.2    Mccarter, J.B.3    Meentemeyer, R.K.4
  • 83
    • 84905244440 scopus 로고    scopus 로고
    • The development and latest progress of JSCORS
    • Song, Y.B., Ding, Y.P., Shen, F., The development and latest progress of JSCORS. Bull. Surv. Mapp 2 (2009), 73–74.
    • (2009) Bull. Surv. Mapp , vol.2 , pp. 73-74
    • Song, Y.B.1    Ding, Y.P.2    Shen, F.3
  • 84
    • 84945452854 scopus 로고    scopus 로고
    • Drone remote sensing for forestry research and practices
    • Tang, L., Shao, G., Drone remote sensing for forestry research and practices. J. For. Res. 26 (2015), 791–797.
    • (2015) J. For. Res. , vol.26 , pp. 791-797
    • Tang, L.1    Shao, G.2
  • 85
    • 33744809591 scopus 로고    scopus 로고
    • Mapping stand-level forest biophysical variables for a mixedwood boreal forest using lidar: an examination of scanning density
    • Thomas, V., Treitz, P., McCaughey, J., Morrison, I., Mapping stand-level forest biophysical variables for a mixedwood boreal forest using lidar: an examination of scanning density. Can. J. For. Res. 36 (2006), 34–47.
    • (2006) Can. J. For. Res. , vol.36 , pp. 34-47
    • Thomas, V.1    Treitz, P.2    McCaughey, J.3    Morrison, I.4
  • 87
    • 84861319378 scopus 로고    scopus 로고
    • LiDAR sampling density for forest resource inventories in Ontario, Canada
    • Treitz, P., Lim, K., Woods, M., Pitt, D., Nesbitt, D., Etheridge, D., LiDAR sampling density for forest resource inventories in Ontario, Canada. Remote Sens. 4 (2012), 830–848.
    • (2012) Remote Sens. , vol.4 , pp. 830-848
    • Treitz, P.1    Lim, K.2    Woods, M.3    Pitt, D.4    Nesbitt, D.5    Etheridge, D.6
  • 89
    • 84953269796 scopus 로고    scopus 로고
    • On the interest of penetration depth, canopy area and volume metrics to improve Lidar-based models of forest parameters
    • Véga, C., Renaud, J.P., Durrieu, S., Bouvier, M., On the interest of penetration depth, canopy area and volume metrics to improve Lidar-based models of forest parameters. Remote Sens. Environ. 175 (2016), 32–42.
    • (2016) Remote Sens. Environ. , vol.175 , pp. 32-42
    • Véga, C.1    Renaud, J.P.2    Durrieu, S.3    Bouvier, M.4
  • 90
    • 79953029215 scopus 로고    scopus 로고
    • Application of a Random Forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy
    • Vincenzi, S., Zucchetta, M., Franzoi, P., Pellizzato, M., Pranovi, F., Leo, G.A.D., Torricelli, P., Application of a Random Forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy. Ecol. Model. 222 (2011), 1471–1478.
    • (2011) Ecol. Model. , vol.222 , pp. 1471-1478
    • Vincenzi, S.1    Zucchetta, M.2    Franzoi, P.3    Pellizzato, M.4    Pranovi, F.5    Leo, G.A.D.6    Torricelli, P.7
  • 91
    • 84864977579 scopus 로고    scopus 로고
    • Development of a UAV-LiDAR System with Application to Forest Inventory
    • Wallace, L., Lucieer, A., Watson, C., Turner, D., Development of a UAV-LiDAR System with Application to Forest Inventory. Remote Sens. 4 (2012), 1519–1543.
    • (2012) Remote Sens. , vol.4 , pp. 1519-1543
    • Wallace, L.1    Lucieer, A.2    Watson, C.3    Turner, D.4
  • 92
    • 84903313488 scopus 로고    scopus 로고
    • Evaluating tree detection and segmentation routines on very high resolution UAV LiDAR data
    • Wallace, L., Lucieer, A., Watson, C.S., Evaluating tree detection and segmentation routines on very high resolution UAV LiDAR data. IEEE Trans. Geosci. Remote Sens. 52 (2014), 7619–7628.
    • (2014) IEEE Trans. Geosci. Remote Sens. , vol.52 , pp. 7619-7628
    • Wallace, L.1    Lucieer, A.2    Watson, C.S.3
  • 93
    • 85010465187 scopus 로고    scopus 로고
    • Modeling aboveground biomass in hulunber grassland ecosystem by using unmanned aerial vehicle discrete lidar
    • Wang, D., Xin, X., Shao, Q., Brolly, M., Zhu, Z., Chen, J., Modeling aboveground biomass in hulunber grassland ecosystem by using unmanned aerial vehicle discrete lidar. Sensors, 17, 2017, 180.
    • (2017) Sensors , vol.17 , pp. 180
    • Wang, D.1    Xin, X.2    Shao, Q.3    Brolly, M.4    Zhu, Z.5    Chen, J.6
  • 94
    • 85056175934 scopus 로고    scopus 로고
    • -H. The pls package: principal component and partial least squares regression in R.
    • Wehrens, R., Mevik, B.-H., 2007. The pls package: principal component and partial least squares regression in R.
    • (2007)
    • Wehrens, R.1    Mevik, B.2
  • 95
    • 85056196845 scopus 로고    scopus 로고
    • A model development and application guide for generating an enhanced forest inventory using airborne laser scanning data and an area-based approach, Victoria, British Columbia, Canada.
    • White, J.C., Tompalski, P., Vastaranta, M., Wulder, M.A., Saarinen, N., Stepper, C., Coops, N.C., 2017. A model development and application guide for generating an enhanced forest inventory using airborne laser scanning data and an area-based approach, Victoria, British Columbia, Canada.
    • (2017)
    • White, J.C.1    Tompalski, P.2    Vastaranta, M.3    Wulder, M.A.4    Saarinen, N.5    Stepper, C.6    Coops, N.C.7
  • 98
    • 85006075942 scopus 로고    scopus 로고
    • Comparison of laser and stereo optical, SAR and InSAR point clouds from air- and space-borne sources in the retrieval of forest inventory attributes
    • Yu, X., Hyyppä, J., Karjalainen, M., Nurminen, K., Karila, K., Vastaranta, M., Kankare, V., Kaartinen, H., Holopainen, M., Honkavaara, E., Comparison of laser and stereo optical, SAR and InSAR point clouds from air- and space-borne sources in the retrieval of forest inventory attributes. Remote Sens. 7 (2015), 15933–15954.
    • (2015) Remote Sens. , vol.7 , pp. 15933-15954
    • Yu, X.1    Hyyppä, J.2    Karjalainen, M.3    Nurminen, K.4    Karila, K.5    Vastaranta, M.6    Kankare, V.7    Kaartinen, H.8    Holopainen, M.9    Honkavaara, E.10
  • 99
    • 84897618276 scopus 로고    scopus 로고
    • Tree height quantification using very high resolution imagery acquired from an unmanned aerial vehicle (UAV) and automatic 3D photo-reconstruction methods
    • Zarco-Tejada, P.J., Diaz-Varela, R., Angileri, V., Loudjani, P., Tree height quantification using very high resolution imagery acquired from an unmanned aerial vehicle (UAV) and automatic 3D photo-reconstruction methods. Eur. J. Agron. 55 (2014), 89–99.
    • (2014) Eur. J. Agron. , vol.55 , pp. 89-99
    • Zarco-Tejada, P.J.1    Diaz-Varela, R.2    Angileri, V.3    Loudjani, P.4
  • 100
    • 85029396305 scopus 로고    scopus 로고
    • Estimating forest structural parameters using canopy metrics derived from airborne LiDAR data in subtropical forests
    • Zhang, Z., Cao, L., She, G., Estimating forest structural parameters using canopy metrics derived from airborne LiDAR data in subtropical forests. Remote Sens., 9, 2017, 940.
    • (2017) Remote Sens. , vol.9 , pp. 940
    • Zhang, Z.1    Cao, L.2    She, G.3
  • 101
    • 79957608914 scopus 로고    scopus 로고
    • Characterizing forest canopy structure with lidar composite metrics and machine learning
    • Zhao, K., Popescu, S., Meng, X., Pang, Y., Agca, M., Characterizing forest canopy structure with lidar composite metrics and machine learning. Remote Sens. Environ. 115 (2011), 1978–1996.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1978-1996
    • Zhao, K.1    Popescu, S.2    Meng, X.3    Pang, Y.4    Agca, M.5
  • 102
    • 84962753074 scopus 로고    scopus 로고
    • Improved progressive TIN densification filtering algorithm for airborne LiDAR data in forested areas
    • Zhao, X., Guo, Q., Su, Y., Xue, B., Improved progressive TIN densification filtering algorithm for airborne LiDAR data in forested areas. ISPRS J. Photogramm. Remote Sens. 117 (2016), 79–91.
    • (2016) ISPRS J. Photogramm. Remote Sens. , vol.117 , pp. 79-91
    • Zhao, X.1    Guo, Q.2    Su, Y.3    Xue, B.4
  • 103
    • 84868663200 scopus 로고    scopus 로고
    • A meta-analysis of terrestrial aboveground biomass estimation using lidar remote sensing
    • Zolkos, S.G., Goetz, S.J., Dubayah, R., A meta-analysis of terrestrial aboveground biomass estimation using lidar remote sensing. Remote Sens. Environ. 128 (2013), 289–298.
    • (2013) Remote Sens. Environ. , vol.128 , pp. 289-298
    • Zolkos, S.G.1    Goetz, S.J.2    Dubayah, R.3


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