메뉴 건너뛰기




Volumn 101, Issue , 2015, Pages 310-322

Effects of LiDAR point density and landscape context on estimates of urban forest biomass

Author keywords

Biomass; Canopy stratification; Development density; Large area assessment; LiDAR; Multiple linear regression; Point density

Indexed keywords

BIOMASS; DATA ACQUISITION; DATA HANDLING; FORESTRY; LINEAR REGRESSION; REMOTE SENSING;

EID: 84922208373     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2014.12.021     Document Type: Article
Times cited : (82)

References (59)
  • 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 2006, 132(3-4):406-415.
    • (2006) Geoderma , vol.132 , Issue.3-4 , pp. 406-415
    • Anderson, E.S.1    Thompson, J.A.2    Crouse, D.A.3    Austin, R.E.4
  • 2
    • 0034159962 scopus 로고    scopus 로고
    • A quantitative technique for the identification of canopy stratification in tropical and temperate forests
    • Baker P.J., Wilson J.S. A quantitative technique for the identification of canopy stratification in tropical and temperate forests. For. Ecol. Manage. 2000, 127(1-3):77-86.
    • (2000) For. Ecol. Manage. , vol.127 , Issue.1-3 , pp. 77-86
    • Baker, P.J.1    Wilson, J.S.2
  • 3
    • 84922164556 scopus 로고    scopus 로고
    • Version 1.5.2, 2013. Idaho State University, Department of Geosciences, Boise Center Aerospace Laboratory (BCAL), Boise, Idaho.
    • BCAL LiDAR Tools, Version 1.5.2, 2013. Idaho State University, Department of Geosciences, Boise Center Aerospace Laboratory (BCAL), Boise, Idaho.http://bcal.geology.isu.edu/envitools.shtml.
  • 4
    • 79953185384 scopus 로고    scopus 로고
    • An airborne lidar sampling strategy to model forest canopy height from Quickbird imagery and GEOBIA
    • Chen G., Hay G.J. An airborne lidar sampling strategy to model forest canopy height from Quickbird imagery and GEOBIA. Remote Sens. Environ. 2011, 115(6):1532-1542.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.6 , pp. 1532-1542
    • Chen, G.1    Hay, G.J.2
  • 5
  • 6
    • 0036328045 scopus 로고    scopus 로고
    • Sensitivity of large-footprint lidar to canopy structure and biomass in a neotropical rainforest
    • Drake J.B., Dubayah R.O., Knox R.G., Clark D.B., Blair J.B. Sensitivity of large-footprint lidar to canopy structure and biomass in a neotropical rainforest. Remote Sens. Environ. 2002, 81(2-3):378-392.
    • (2002) Remote Sens. Environ. , vol.81 , Issue.2-3 , pp. 378-392
    • Drake, J.B.1    Dubayah, R.O.2    Knox, R.G.3    Clark, D.B.4    Blair, J.B.5
  • 7
    • 0037355708 scopus 로고    scopus 로고
    • Above-ground biomass estimation in closed canopy neotropical forests using lidar remote sensing: factors affecting the generality of relationships
    • Drake J.B., Knox R.G., Dubayah R.O., Clark D.B., Condit R., Blair J.B., Hofton M. Above-ground biomass estimation in closed canopy neotropical forests using lidar remote sensing: factors affecting the generality of relationships. Glob. Ecol. Biogeogr. 2003, 12(2):147-159.
    • (2003) Glob. Ecol. Biogeogr. , vol.12 , Issue.2 , pp. 147-159
    • Drake, J.B.1    Knox, R.G.2    Dubayah, R.O.3    Clark, D.B.4    Condit, R.5    Blair, J.B.6    Hofton, M.7
  • 10
    • 78650877896 scopus 로고    scopus 로고
    • Simulated impact of sample plot size and co-registration error on the accuracy and uncertainty of LiDAR-derived estimates of forest stand biomass
    • Frazer G.W., Magnussen S., Wulder M.A., Niemann K.O. Simulated impact of sample plot size and co-registration error on the accuracy and uncertainty of LiDAR-derived estimates of forest stand biomass. Remote Sens. Environ. 2011, 115(2):636-649.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.2 , pp. 636-649
    • Frazer, G.W.1    Magnussen, S.2    Wulder, M.A.3    Niemann, K.O.4
  • 11
    • 75449089680 scopus 로고    scopus 로고
    • Estimating biomass carbon stocks for a Mediterranean forest in central Spain using LiDAR height and intensity data
    • Garcia M., Riano 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. 2010, 114(4):816-830.
    • (2010) Remote Sens. Environ. , vol.114 , Issue.4 , pp. 816-830
    • Garcia, M.1    Riano, D.2    Chuvieco, E.3    Danson, F.M.4
  • 12
    • 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. 2010, 114(4):816-830.
    • (2010) Remote Sens. Environ. , vol.114 , Issue.4 , pp. 816-830
    • García, M.1    Riaño, D.2    Chuvieco, E.3    Danson, F.M.4
  • 13
    • 44449130875 scopus 로고    scopus 로고
    • Assessing effects of laser point density, ground sampling intensity, and field sample plot size on biophysical stand properties derived from airborne laser scanner data
    • Gobakken T., Naesset E. Assessing effects of laser point density, ground sampling intensity, and field sample plot size on biophysical stand properties derived from airborne laser scanner data. Can. J. For. Res. 2008, 38(5):1095-1109.
    • (2008) Can. J. For. Res. , vol.38 , Issue.5 , pp. 1095-1109
    • Gobakken, T.1    Naesset, E.2
  • 14
    • 84919934610 scopus 로고    scopus 로고
    • The impact of urban residential development patterns on forest carbon density: An integration of LiDAR aerial photography and field mensuration
    • Godwin C., Chen G., Singh K.K. The impact of urban residential development patterns on forest carbon density: An integration of LiDAR aerial photography and field mensuration. Landscape Urban Plan. 2015, 136:97-109.
    • (2015) Landscape Urban Plan. , vol.136 , pp. 97-109
    • Godwin, C.1    Chen, G.2    Singh, K.K.3
  • 15
    • 0038495734 scopus 로고    scopus 로고
    • Urbanization effects on tree growth in the vicinity of New York City
    • Gregg J.W., Jones C.G., Dawson T.E. Urbanization effects on tree growth in the vicinity of New York City. Nature 2003, 424(6945):183-187.
    • (2003) Nature , vol.424 , Issue.6945 , pp. 183-187
    • Gregg, J.W.1    Jones, C.G.2    Dawson, T.E.3
  • 16
    • 33751346828 scopus 로고    scopus 로고
    • Land use context and natural soil controls on plant community composition and soil nitrogen and carbon dynamics in urban and rural forests
    • Groffman P.M., Pouyat R.V., Cadenasso M.L., Zipperer W.C., Szlavecz K., Yesilonis I.D., Band L.E., Brush G.S. Land use context and natural soil controls on plant community composition and soil nitrogen and carbon dynamics in urban and rural forests. For. Ecol. Manage. 2006, 236(2-3):177-192.
    • (2006) For. Ecol. Manage. , vol.236 , Issue.2-3 , pp. 177-192
    • Groffman, P.M.1    Pouyat, R.V.2    Cadenasso, M.L.3    Zipperer, W.C.4    Szlavecz, K.5    Yesilonis, I.D.6    Band, L.E.7    Brush, G.S.8
  • 18
    • 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. 2005, 208(1-3):189-209.
    • (2005) For. Ecol. Manage. , vol.208 , Issue.1-3 , pp. 189-209
    • Hall, S.A.1    Burke, I.C.2    Box, D.O.3    Kaufmann, M.R.4    Stoker, J.M.5
  • 19
    • 84885408633 scopus 로고    scopus 로고
    • Using LiDAR data to measure the 3D green biomass of Beijing urban forest in China
    • He C., Convertino M., Feng Z.K., Zhang S.Y. Using LiDAR data to measure the 3D green biomass of Beijing urban forest in China. PLoS ONE 2013, 8(10).
    • (2013) PLoS ONE , vol.8 , Issue.10
    • He, C.1    Convertino, M.2    Feng, Z.K.3    Zhang, S.Y.4
  • 20
    • 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. 2006, 32(2):126-138.
    • (2006) Can. J. Remote Sens. , vol.32 , Issue.2 , 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
  • 21
    • 74149084261 scopus 로고    scopus 로고
    • Remote sensing of the urban heat island effect across biomes in the continental USA
    • Imhoff M.L., Zhang P., Wolfe R.E., Bounoua L. Remote sensing of the urban heat island effect across biomes in the continental USA. Remote Sens. Environ. 2010, 114(3):504-513.
    • (2010) Remote Sens. Environ. , vol.114 , Issue.3 , pp. 504-513
    • Imhoff, M.L.1    Zhang, P.2    Wolfe, R.E.3    Bounoua, L.4
  • 22
    • 84871828878 scopus 로고    scopus 로고
    • Tradeoffs between lidar pulse density and forest measurement accuracy
    • Jakubowski M.K., Guo Q.H., Kelly M. Tradeoffs between lidar pulse density and forest measurement accuracy. Remote Sens. Environ. 2013, 130:245-253.
    • (2013) Remote Sens. Environ. , vol.130 , pp. 245-253
    • Jakubowski, M.K.1    Guo, Q.H.2    Kelly, M.3
  • 23
    • 0037311909 scopus 로고    scopus 로고
    • National-scale biomass estimators for United States tree species
    • Jenkins J.C., Chojnacky D.C., Heath L.S., Birdsey R.A. National-scale biomass estimators for United States tree species. Forest Sci. 2003, 49(1):12-35.
    • (2003) Forest Sci. , vol.49 , Issue.1 , pp. 12-35
    • Jenkins, J.C.1    Chojnacky, D.C.2    Heath, L.S.3    Birdsey, R.A.4
  • 25
    • 65649094360 scopus 로고    scopus 로고
    • Examining the effects of sampling point densities on laser canopy height and density metrics
    • Lim K., Hopkinson C., Treitz P. Examining the effects of sampling point densities on laser canopy height and density metrics. Forestry Chronicle 2008, 84(6):876-885.
    • (2008) Forestry Chronicle , vol.84 , Issue.6 , pp. 876-885
    • Lim, K.1    Hopkinson, C.2    Treitz, P.3
  • 26
    • 21444439599 scopus 로고    scopus 로고
    • Simulation study for finding optimal lidar acquisition parameters for forest height retrieval
    • Lovell J.L., Jupp D.L.B., Newnham G.J., Coops N.C., Culvenor D.S. Simulation study for finding optimal lidar acquisition parameters for forest height retrieval. For. Ecol. Manage. 2005, 214(1-3):398-412.
    • (2005) For. Ecol. Manage. , vol.214 , Issue.1-3 , pp. 398-412
    • Lovell, J.L.1    Jupp, D.L.B.2    Newnham, G.J.3    Coops, N.C.4    Culvenor, D.S.5
  • 29
    • 37149028465 scopus 로고    scopus 로고
    • Effects on estimation accuracy of forest variables using different pulse density of laser data
    • Magnusson M., Fransson J.E.S., Holmgren J. Effects on estimation accuracy of forest variables using different pulse density of laser data. Forest Sci. 2007, 53(6):619-626.
    • (2007) Forest Sci. , vol.53 , Issue.6 , pp. 619-626
    • Magnusson, M.1    Fransson, J.E.S.2    Holmgren, J.3
  • 30
    • 81355147450 scopus 로고    scopus 로고
    • Evaluating uncertainty in mapping forest carbon with airborne LiDAR
    • Mascaro J., Detto M., Asner G.P., Muller-Landau H.C. Evaluating uncertainty in mapping forest carbon with airborne LiDAR. Remote Sens. Environ. 2011, 115(12):3770-3774.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.12 , pp. 3770-3774
    • Mascaro, J.1    Detto, M.2    Asner, G.P.3    Muller-Landau, H.C.4
  • 32
    • 0031723058 scopus 로고    scopus 로고
    • Landscape management through integration of existing tools and emerging technologies
    • McCarter J.B., Wilson J.S., Baker P.J., Moffett J.L., Oliver C.D. Landscape management through integration of existing tools and emerging technologies. J. Forest. 1998, 96(6):17-23.
    • (1998) J. Forest. , vol.96 , Issue.6 , pp. 17-23
    • McCarter, J.B.1    Wilson, J.S.2    Baker, P.J.3    Moffett, J.L.4    Oliver, C.D.5
  • 34
    • 60849133354 scopus 로고    scopus 로고
    • Urban forest biomass estimates: is it important to use allometric relationships developed specifically for urban trees?
    • McHale M., Burke I., Lefsky M., Peper P., McPherson E. Urban forest biomass estimates: is it important to use allometric relationships developed specifically for urban trees?. Urban Ecosyst. 2009, 12(1):95-113.
    • (2009) Urban Ecosyst. , vol.12 , Issue.1 , pp. 95-113
    • McHale, M.1    Burke, I.2    Lefsky, M.3    Peper, P.4    McPherson, E.5
  • 35
    • 84879523266 scopus 로고    scopus 로고
    • FUTURES: multilevel simulations of emerging urban-rural landscape structure using a stochastic patch-growing algorithm
    • Meentemeyer R.K., Tang W.W., Dorning M.A., Vogler J.B., Cunniffe N.J., Shoemaker D.A. FUTURES: multilevel simulations of emerging urban-rural landscape structure using a stochastic patch-growing algorithm. Ann. Assoc. Am. Geogr. 2013, 103(4):785-807.
    • (2013) Ann. Assoc. Am. Geogr. , vol.103 , Issue.4 , pp. 785-807
    • Meentemeyer, R.K.1    Tang, W.W.2    Dorning, M.A.3    Vogler, J.B.4    Cunniffe, N.J.5    Shoemaker, D.A.6
  • 36
    • 0021553459 scopus 로고
    • Influence of adjacent land use on understory vegetation of New York forests
    • Moran M.A. Influence of adjacent land use on understory vegetation of New York forests. Urban Ecol. 1984, 8(4):329-340.
    • (1984) Urban Ecol. , vol.8 , Issue.4 , pp. 329-340
    • Moran, M.A.1
  • 37
    • 0036218720 scopus 로고    scopus 로고
    • Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data
    • Naesset E. Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data. Remote Sens. Environ. 2002, 80(1):88-99.
    • (2002) Remote Sens. Environ. , vol.80 , Issue.1 , pp. 88-99
    • Naesset, E.1
  • 38
    • 25844525780 scopus 로고    scopus 로고
    • Assessing sensor effects and effects of leaf-off and leaf-on canopy conditions on biophysical stand properties derived from small-footprint airborne laser data
    • Naesset E. Assessing sensor effects and effects of leaf-off and leaf-on canopy conditions on biophysical stand properties derived from small-footprint airborne laser data. Remote Sens. Environ. 2005, 98(2-3):356-370.
    • (2005) Remote Sens. Environ. , vol.98 , Issue.2-3 , pp. 356-370
    • Naesset, E.1
  • 39
    • 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
    • Naesset 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. 2009, 113(1):148-159.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.1 , pp. 148-159
    • Naesset, E.1
  • 40
    • 11144294129 scopus 로고    scopus 로고
    • Measuring biomass and carbon in Delaware using an airborne profiling LIDAR
    • Nelson R., Short A., Valenti M. Measuring biomass and carbon in Delaware using an airborne profiling LIDAR. Scand. J. For. Res. 2004, 19(6):500-511.
    • (2004) Scand. J. For. Res. , vol.19 , Issue.6 , pp. 500-511
    • Nelson, R.1    Short, A.2    Valenti, M.3
  • 43
    • 84868541012 scopus 로고    scopus 로고
    • Conifer growth and reproduction in urban forest fragments: predictors of future responses to global change?
    • O'Brien A.M., Ettinger A.K., HilleRisLambers J. Conifer growth and reproduction in urban forest fragments: predictors of future responses to global change?. Urban Ecosyst. 2012, 15(4):879-891.
    • (2012) Urban Ecosyst. , vol.15 , Issue.4 , pp. 879-891
    • O'Brien, A.M.1    Ettinger, A.K.2    HilleRisLambers, J.3
  • 44
    • 0034020254 scopus 로고    scopus 로고
    • Forest canopy stratification - is it useful?
    • Parker G.G., Brown M.J. Forest canopy stratification - is it useful?. Am. Nat. 2000, 155(4):473-484.
    • (2000) Am. Nat. , vol.155 , Issue.4 , pp. 473-484
    • Parker, G.G.1    Brown, M.J.2
  • 45
    • 34548536506 scopus 로고    scopus 로고
    • Estimating biomass of individual pine trees using airborne lidar
    • Popescu S.C. Estimating biomass of individual pine trees using airborne lidar. Biomass Bioenergy 2007, 31(9):646-655.
    • (2007) Biomass Bioenergy , vol.31 , Issue.9 , pp. 646-655
    • Popescu, S.C.1
  • 46
    • 4644287100 scopus 로고    scopus 로고
    • Fusion of small-footprint lidar and multispectral data to estimate plot-level volume and biomass in deciduous and pine forests in Virginia, USA
    • Popescu S.C., Wynne R.H., Scrivani J.A. Fusion of small-footprint lidar and multispectral data to estimate plot-level volume and biomass in deciduous and pine forests in Virginia, USA. Forest Sci. 2004, 50(4):551-565.
    • (2004) Forest Sci. , vol.50 , Issue.4 , pp. 551-565
    • Popescu, S.C.1    Wynne, R.H.2    Scrivani, J.A.3
  • 47
    • 84922202431 scopus 로고    scopus 로고
    • R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing, Vienna, Austria.
    • R Core Team, 2013. R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing, Vienna, Austria. http://www.R-project.org/.
    • (2013)
  • 49
    • 84870673154 scopus 로고    scopus 로고
    • The potential of terrestrial laser scanning for the estimation of understory biomass in coppice-with-standard systems
    • Seidel D., Albert K., Fehrmann L., Ammer C. The potential of terrestrial laser scanning for the estimation of understory biomass in coppice-with-standard systems. Biomass Bioenergy 2012, 47:20-25.
    • (2012) Biomass Bioenergy , vol.47 , pp. 20-25
    • Seidel, D.1    Albert, K.2    Fehrmann, L.3    Ammer, C.4
  • 50
    • 84867055467 scopus 로고    scopus 로고
    • Global forecasts of urban expansion to 2030 and direct impacts on biodiversity and carbon pools
    • Seto K.C., Guneralp B., Hutyra L.R. Global forecasts of urban expansion to 2030 and direct impacts on biodiversity and carbon pools. Proc. Natl. Acad. Sci. U.S.A. 2012, 109(40):16083-16088.
    • (2012) Proc. Natl. Acad. Sci. U.S.A. , vol.109 , Issue.40 , pp. 16083-16088
    • Seto, K.C.1    Guneralp, B.2    Hutyra, L.R.3
  • 51
    • 84867587028 scopus 로고    scopus 로고
    • LiDAR-Landsat data fusion for large-area assessment of urban land cover: balancing spatial resolution, data volume and mapping accuracy
    • Singh K.K., Vogler J.B., Shoemaker D.A., Meentemeyer R.K. LiDAR-Landsat data fusion for large-area assessment of urban land cover: balancing spatial resolution, data volume and mapping accuracy. ISPRS J. Photogrammet. Remote Sens. 2012, 74:110-121.
    • (2012) ISPRS J. Photogrammet. Remote Sens. , vol.74 , pp. 110-121
    • Singh, K.K.1    Vogler, J.B.2    Shoemaker, D.A.3    Meentemeyer, R.K.4
  • 52
    • 0003578644 scopus 로고
    • U.S. Department of Agriculture, Forest Service, Intermountain Forest and Range Experiment Station, Ogden, UT
    • Stage A. Prognosis Model for Stand Development. Research Paper INT-137 1973, U.S. Department of Agriculture, Forest Service, Intermountain Forest and Range Experiment Station, Ogden, UT.
    • (1973) Prognosis Model for Stand Development. Research Paper INT-137
    • Stage, A.1
  • 53
    • 80052631826 scopus 로고    scopus 로고
    • Mapping biomass and stress in the Sierra Nevada using lidar and hyperspectral data fusion
    • Swatantran A., Dubayah R., Roberts D., Hofton M., Blair J.B. Mapping biomass and stress in the Sierra Nevada using lidar and hyperspectral data fusion. Remote Sens. Environ. 2011, 115(11):2917-2930.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.11 , pp. 2917-2930
    • Swatantran, A.1    Dubayah, R.2    Roberts, D.3    Hofton, M.4    Blair, J.B.5
  • 54
    • 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. 2012, 4(4):830-848.
    • (2012) Remote Sens. , vol.4 , Issue.4 , pp. 830-848
    • Treitz, P.1    Lim, K.2    Woods, M.3    Pitt, D.4    Nesbitt, D.5    Etheridge, D.6
  • 55
    • 84899749459 scopus 로고    scopus 로고
    • Acoustic telemetry validates a citizen science approach for monitoring sharks on coral reefs
    • Vianna G.M.S., Meekan M.G., Bornovski T.H., Meeuwig J.J. Acoustic telemetry validates a citizen science approach for monitoring sharks on coral reefs. PLoS ONE 2014, 9(4).
    • (2014) PLoS ONE , vol.9 , Issue.4
    • Vianna, G.M.S.1    Meekan, M.G.2    Bornovski, T.H.3    Meeuwig, J.J.4
  • 57
    • 56949106961 scopus 로고    scopus 로고
    • Lidar remote sensing of forest biomass: a scale-invariant estimation approach using airborne lasers
    • Zhao K., Popescu S., Nelson R. Lidar remote sensing of forest biomass: a scale-invariant estimation approach using airborne lasers. Remote Sens. Environ. 2009, 113(1):182-196.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.1 , pp. 182-196
    • Zhao, K.1    Popescu, S.2    Nelson, R.3
  • 59
    • 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. 2013, 128:289-298.
    • (2013) Remote Sens. Environ. , vol.128 , pp. 289-298
    • Zolkos, S.G.1    Goetz, S.J.2    Dubayah, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.