메뉴 건너뛰기




Volumn 125, Issue , 2012, Pages 214-226

Mapping tree species composition in South African savannas using an integrated airborne spectral and LiDAR system

Author keywords

Carnegie Airborne Observatory; Hyperspectral remote sensing; Land use; LiDAR WorldView 2; Savanna tree species

Indexed keywords

CLASSIFICATION ACCURACY; DATA SETS; HYPERSPECTRAL DATA; HYPERSPECTRAL REMOTE SENSING; LANDSCAPE SCALE; LIDAR SYSTEMS; MULTI-SPECTRAL; NATIONAL PARKS; QUICKBIRD; QUICKBIRD SATELLITE; RESOURCE INVENTORY; SOUTH AFRICA; SPECIES CLASSIFICATION; SPECIES COMPOSITION; SPECTRAL BAND; SPECTRAL DATA; STANDARD DEVIATION; TREE DIVERSITY; TREE HEIGHT; TREE SPECIES; TREE SPECIES COMPOSITION;

EID: 84865053262     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2012.07.010     Document Type: Article
Times cited : (189)

References (70)
  • 1
    • 53649094993 scopus 로고    scopus 로고
    • The role of environmental context in mapping invasive plants with hyperspectral image data
    • Andrew M.E., Ustin S.L. The role of environmental context in mapping invasive plants with hyperspectral image data. Remote Sensing of Environment 2008, 112(12):4301-4317.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.12 , pp. 4301-4317
    • Andrew, M.E.1    Ustin, S.L.2
  • 4
    • 45249096660 scopus 로고    scopus 로고
    • Carnegie Airborne Observatory: In-flight fusion of hyperspectral imaging and waveform light detection and ranging (wLiDAR) for three-dimensional studies of ecosystems
    • Asner G.P., Knapp D.E., Jones M.O., Kennedy-Bowdoin T., Martin R.E., Boardman J., et al. Carnegie Airborne Observatory: In-flight fusion of hyperspectral imaging and waveform light detection and ranging (wLiDAR) for three-dimensional studies of ecosystems. Journal of Applied Remote Sensing 2007, 1.
    • (2007) Journal of Applied Remote Sensing , vol.1
    • Asner, G.P.1    Knapp, D.E.2    Jones, M.O.3    Kennedy-Bowdoin, T.4    Martin, R.E.5    Boardman, J.6
  • 6
    • 63849149596 scopus 로고    scopus 로고
    • Airborne spectranomics: Mapping canopy chemical and taxonomic diversity in tropical forests
    • Asner G.P., Martin R.E. Airborne spectranomics: Mapping canopy chemical and taxonomic diversity in tropical forests. Frontiers in Ecology and the Environment 2009, 7(5):269-276.
    • (2009) Frontiers in Ecology and the Environment , vol.7 , Issue.5 , pp. 269-276
    • Asner, G.P.1    Martin, R.E.2
  • 7
    • 34247555393 scopus 로고    scopus 로고
    • Forest canopy height and carbon estimation at Monks Wood National Nature Reserve, UK, using dual-wavelength SAR interferometry
    • Balzter H., Rowland C.S., Saich P. Forest canopy height and carbon estimation at Monks Wood National Nature Reserve, UK, using dual-wavelength SAR interferometry. Remote Sensing of Environment 2007, 108(3):224-239.
    • (2007) Remote Sensing of Environment , vol.108 , Issue.3 , pp. 224-239
    • Balzter, H.1    Rowland, C.S.2    Saich, P.3
  • 9
    • 0027950825 scopus 로고
    • Forest gaps and isolated savanna trees
    • Belsky J., Canham C.D. Forest gaps and isolated savanna trees. Bioscience 1994, 44(2):77-84.
    • (1994) Bioscience , vol.44 , Issue.2 , pp. 77-84
    • Belsky, J.1    Canham, C.D.2
  • 10
    • 0032317096 scopus 로고    scopus 로고
    • Quantifying chlorophylls and caroteniods at leaf and canopy scales: An evaluation of some hyperspectral approaches
    • Blackburn G.A. Quantifying chlorophylls and caroteniods at leaf and canopy scales: An evaluation of some hyperspectral approaches. Remote Sensing of Environment 1998, 66(3):273-285.
    • (1998) Remote Sensing of Environment , vol.66 , Issue.3 , pp. 273-285
    • Blackburn, G.A.1
  • 11
    • 33644766733 scopus 로고    scopus 로고
    • The delineation of tree crowns in Australian mixed species forests using hyperspectral Compact Airborne Spectrographic Imager (CASI) data
    • Bunting P., Lucas R. The delineation of tree crowns in Australian mixed species forests using hyperspectral Compact Airborne Spectrographic Imager (CASI) data. Remote Sensing of Environment 2006, 101(2):230-248.
    • (2006) Remote Sensing of Environment , vol.101 , Issue.2 , pp. 230-248
    • Bunting, P.1    Lucas, R.2
  • 12
    • 78049251348 scopus 로고    scopus 로고
    • Improving discrimination of savanna tree species through a multiple-endmember spectral angle mapper approach: Canopy-level analysis
    • Cho M.A., Debba P., Mathieu R., Naidoo L., Van Aardt J., Asner G.P. Improving discrimination of savanna tree species through a multiple-endmember spectral angle mapper approach: Canopy-level analysis. IEEE Transactions on Geoscience and Remote Sensing 2010, 48(2):4133-4142.
    • (2010) IEEE Transactions on Geoscience and Remote Sensing , vol.48 , Issue.2 , pp. 4133-4142
    • Cho, M.A.1    Debba, P.2    Mathieu, R.3    Naidoo, L.4    Van Aardt, J.5    Asner, G.P.6
  • 14
    • 33644781472 scopus 로고    scopus 로고
    • A new technique for extracting the red edge position from hyperspectral data: The linear extrapolation method
    • Cho M.A., Skidmore A.K. A new technique for extracting the red edge position from hyperspectral data: The linear extrapolation method. Remote Sensing of Environment 2006, 101(2):181-193.
    • (2006) Remote Sensing of Environment , vol.101 , Issue.2 , pp. 181-193
    • Cho, M.A.1    Skidmore, A.K.2
  • 16
    • 21444447781 scopus 로고    scopus 로고
    • Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales
    • Clark M.L., Roberts D.A., Clark D.B. Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales. Remote Sensing of Environment 2005, 96(3-4):375-398.
    • (2005) Remote Sensing of Environment , vol.96 , Issue.3-4 , pp. 375-398
    • Clark, M.L.1    Roberts, D.A.2    Clark, D.B.3
  • 17
    • 0026278621 scopus 로고
    • A review of assessing the accuracy of classifications of remotely sensed data
    • Congalton R.G. A review of assessing the accuracy of classifications of remotely sensed data. Remote Sensing of Environment 1991, 37(1):35-46.
    • (1991) Remote Sensing of Environment , vol.37 , Issue.1 , pp. 35-46
    • Congalton, R.G.1
  • 18
    • 0024856758 scopus 로고
    • Remote sensing of foliar chemistry
    • Curran P.J. Remote sensing of foliar chemistry. Remote Sensing of Environment 1989, 30(3):271-278.
    • (1989) Remote Sensing of Environment , vol.30 , Issue.3 , pp. 271-278
    • Curran, P.J.1
  • 20
    • 33744504446 scopus 로고    scopus 로고
    • Encroachment of woody plants and its impact on pastoral livestock production in the Borana lowlands, southern Oromia, Ethiopia
    • Dalle G., Maass B.L., Isselstein J. Encroachment of woody plants and its impact on pastoral livestock production in the Borana lowlands, southern Oromia, Ethiopia. African Journal of Ecology 2006, 44(2):237-246.
    • (2006) African Journal of Ecology , vol.44 , Issue.2 , pp. 237-246
    • Dalle, G.1    Maass, B.L.2    Isselstein, J.3
  • 21
    • 0842297336 scopus 로고    scopus 로고
    • The effects of vegetation phenology on endmember selection and species mapping in southern California chaparral
    • Dennison P.E., Roberts D.A. The effects of vegetation phenology on endmember selection and species mapping in southern California chaparral. Remote Sensing of Environment 2003, 87:295-309.
    • (2003) Remote Sensing of Environment , vol.87 , pp. 295-309
    • Dennison, P.E.1    Roberts, D.A.2
  • 22
    • 21044433189 scopus 로고    scopus 로고
    • Modelling the sustainable harvest of Sclerocarya birrea subsp. caffra fruits in the South African lowveld
    • Emanuel P.L., Shackleton C.M., Baxter J.S. Modelling the sustainable harvest of Sclerocarya birrea subsp. caffra fruits in the South African lowveld. Forest Ecology and Management 2005, 214(1-3):91-103.
    • (2005) Forest Ecology and Management , vol.214 , Issue.1-3 , pp. 91-103
    • Emanuel, P.L.1    Shackleton, C.M.2    Baxter, J.S.3
  • 23
    • 79958743653 scopus 로고    scopus 로고
    • Spectroscopic classification of tropical forest species using radiative transfer modeling
    • Féret J.-B., Asner G.P. Spectroscopic classification of tropical forest species using radiative transfer modeling. Remote Sensing of Environment 2011, 115(9):2415-2422.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.9 , pp. 2415-2422
    • Féret, J.-B.1    Asner, G.P.2
  • 24
    • 0032402970 scopus 로고    scopus 로고
    • The integration of field survey and remote sensing for biodiversity assessment: A case study in the tropical forests and wetlands of Sango Bay, Uganda
    • Fuller R.M., Groom G.B., Mugisha S., Ipulet P., Pomeroy D., Katende A., et al. The integration of field survey and remote sensing for biodiversity assessment: A case study in the tropical forests and wetlands of Sango Bay, Uganda. Biological Conservation 1998, 86(3):379-391.
    • (1998) Biological Conservation , vol.86 , Issue.3 , pp. 379-391
    • Fuller, R.M.1    Groom, G.B.2    Mugisha, S.3    Ipulet, P.4    Pomeroy, D.5    Katende, A.6
  • 25
    • 0037633167 scopus 로고    scopus 로고
    • Species diversity patterns derived from species-area models
    • He F., Legendre P. Species diversity patterns derived from species-area models. Ecology 2002, 83(5):1185-1198.
    • (2002) Ecology , vol.83 , Issue.5 , pp. 1185-1198
    • He, F.1    Legendre, P.2
  • 26
    • 53149153991 scopus 로고    scopus 로고
    • Identification of invasive vegetation using hyperspectral remote sensing in the California Delta ecosystem
    • Hestir E.L., Khanna S., Andrew M.E., Santos M.J., Viers J.H., Greenberg J.A., et al. Identification of invasive vegetation using hyperspectral remote sensing in the California Delta ecosystem. Remote Sensing of Environment 2008, 112(11):4034-4047.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.11 , pp. 4034-4047
    • Hestir, E.L.1    Khanna, S.2    Andrew, M.E.3    Santos, M.J.4    Viers, J.H.5    Greenberg, J.A.6
  • 30
    • 77956884950 scopus 로고    scopus 로고
    • Assessing the utility of airborne hyperspectral and LiDAR data for species distribution mapping in the coastal Pacific Northwest, Canada
    • Jones T.G., Coops N.C., Sharma T. Assessing the utility of airborne hyperspectral and LiDAR data for species distribution mapping in the coastal Pacific Northwest, Canada. Remote Sensing of Environment 2010, 114(12):2841-2852.
    • (2010) Remote Sensing of Environment , vol.114 , Issue.12 , pp. 2841-2852
    • Jones, T.G.1    Coops, N.C.2    Sharma, T.3
  • 31
    • 34347331344 scopus 로고    scopus 로고
    • Hyperspectral discrimination of tropical dry forest lianas and trees: Comparative data reduction approaches at the leaf and canopy levels
    • Kalacska M., Bohlman S., Sanchez-Azofeifa G.A., Castro-Esau K., Caelli T. Hyperspectral discrimination of tropical dry forest lianas and trees: Comparative data reduction approaches at the leaf and canopy levels. Remote Sensing of Environment 2007, 109(4):406-415.
    • (2007) Remote Sensing of Environment , vol.109 , Issue.4 , pp. 406-415
    • Kalacska, M.1    Bohlman, S.2    Sanchez-Azofeifa, G.A.3    Castro-Esau, K.4    Caelli, T.5
  • 32
    • 57049136625 scopus 로고    scopus 로고
    • Estimation of forest biophysical variables from Indian Earth Observation Satellite Cartosat-1 stereo data
    • Kimothi M.M., Mohan S., Singh R.B., Soni P., Vashistha H.B., Ajai Estimation of forest biophysical variables from Indian Earth Observation Satellite Cartosat-1 stereo data. International Journal of Remote Sensing 2009, 30(2):451-461.
    • (2009) International Journal of Remote Sensing , vol.30 , Issue.2 , pp. 451-461
    • Kimothi, M.M.1    Mohan, S.2    Singh, R.B.3    Soni, P.4    Vashistha, H.B.5    Ajai6
  • 36
    • 0038036825 scopus 로고    scopus 로고
    • Stand delineation and composition estimation using semi-automated individual tree crown analysis
    • Leckie D.G., Gougeon F.A., Walsworth N., Paradine D. Stand delineation and composition estimation using semi-automated individual tree crown analysis. Remote Sensing of Environment 2003, 85(3):355-369.
    • (2003) Remote Sensing of Environment , vol.85 , Issue.3 , pp. 355-369
    • Leckie, D.G.1    Gougeon, F.A.2    Walsworth, N.3    Paradine, D.4
  • 37
    • 16344389223 scopus 로고    scopus 로고
    • Geographic variability in LiDAR predictions of forest stand structure in the Pacific Northwest
    • Lefsky M.A., Hudak A.T., Cohen W.B., Acker S.A. Geographic variability in LiDAR predictions of forest stand structure in the Pacific Northwest. Remote Sensing of Environment 2005, 95(4):532-548.
    • (2005) Remote Sensing of Environment , vol.95 , Issue.4 , pp. 532-548
    • Lefsky, M.A.1    Hudak, A.T.2    Cohen, W.B.3    Acker, S.A.4
  • 38
    • 67349283444 scopus 로고    scopus 로고
    • The relative influence of fire and herbivory on savanna three-dimensional vegetation structure
    • Levick S.R., Asner G.P., Kennedy-Bowdoin T., Knapp D.E. The relative influence of fire and herbivory on savanna three-dimensional vegetation structure. Biological Conservation 2009, 142(8):1693-1700.
    • (2009) Biological Conservation , vol.142 , Issue.8 , pp. 1693-1700
    • Levick, S.R.1    Asner, G.P.2    Kennedy-Bowdoin, T.3    Knapp, D.E.4
  • 39
    • 41449111212 scopus 로고    scopus 로고
    • Classification of Australian forest communities using aerial photography, CASI and HyMap data
    • Lucas R., Bunting P., Paterson M., Chisholm L. Classification of Australian forest communities using aerial photography, CASI and HyMap data. Remote Sensing of Environment 2008, 112(5):2088-2103.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.5 , pp. 2088-2103
    • Lucas, R.1    Bunting, P.2    Paterson, M.3    Chisholm, L.4
  • 41
    • 49549127398 scopus 로고
    • The use of remote sensing techniques to identify potential natural areas in oregon
    • Mairs J.W. The use of remote sensing techniques to identify potential natural areas in oregon. Biological Conservation 1976, 9(4):259-266.
    • (1976) Biological Conservation , vol.9 , Issue.4 , pp. 259-266
    • Mairs, J.W.1
  • 42
    • 79955548238 scopus 로고    scopus 로고
    • Role of Acacia and Erythrina trees in forest regeneration by vertebrate seed dispersers in Kibale National Park, Uganda
    • Majid K., Gilbert B.-I., Jeremiah L.S. Role of Acacia and Erythrina trees in forest regeneration by vertebrate seed dispersers in Kibale National Park, Uganda. African Journal of Ecology 2011, 49(2):189-198.
    • (2011) African Journal of Ecology , vol.49 , Issue.2 , pp. 189-198
    • Majid, K.1    Gilbert, B.-I.2    Jeremiah, L.S.3
  • 44
    • 33745763421 scopus 로고    scopus 로고
    • Scattered trees are keystone structures - Implications for conservation
    • Manning A.D., Fischer J., Lindenmayer D.B. Scattered trees are keystone structures - Implications for conservation. Biological Conservation 2006, 132(3):311-321.
    • (2006) Biological Conservation , vol.132 , Issue.3 , pp. 311-321
    • Manning, A.D.1    Fischer, J.2    Lindenmayer, D.B.3
  • 45
    • 38149013386 scopus 로고    scopus 로고
    • The vegetation of South Africa, Lesotho and Swaziland
    • South African Biodiversity Institute, Pretoria
    • Mucina L., Rutherford M.C. The vegetation of South Africa, Lesotho and Swaziland. Strelitzia 2006, 19. South African Biodiversity Institute, Pretoria.
    • (2006) Strelitzia , vol.19
    • Mucina, L.1    Rutherford, M.C.2
  • 46
    • 0842306346 scopus 로고    scopus 로고
    • Predicting in situ pasture quality in the Kruger National Park, South Africa, using continuum-removed absorption features
    • Mutanga O., Skidmore A.K., Prins H.H.T. Predicting in situ pasture quality in the Kruger National Park, South Africa, using continuum-removed absorption features. Remote Sensing of Environment 2004, 89(3):393-408.
    • (2004) Remote Sensing of Environment , vol.89 , Issue.3 , pp. 393-408
    • Mutanga, O.1    Skidmore, A.K.2    Prins, H.H.T.3
  • 47
    • 84859644121 scopus 로고    scopus 로고
    • Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment
    • Naidoo L., Cho M.A., Mathieu R., Asner G. Classification of savanna tree species, in the Greater Kruger National Park region, by integrating hyperspectral and LiDAR data in a Random Forest data mining environment. ISPRS Journal of Photogrammetry and Remote Sensing 2012, 69:167-179.
    • (2012) ISPRS Journal of Photogrammetry and Remote Sensing , vol.69 , pp. 167-179
    • Naidoo, L.1    Cho, M.A.2    Mathieu, R.3    Asner, G.4
  • 48
    • 79957751533 scopus 로고    scopus 로고
    • Optimising the use of hyperspectral and LiDAR data for mapping reedbed habitats
    • Onojeghuo A.O., Blackburn G.A. Optimising the use of hyperspectral and LiDAR data for mapping reedbed habitats. Remote Sensing of Environment 2011, 115(8):2025-2034.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.8 , pp. 2025-2034
    • Onojeghuo, A.O.1    Blackburn, G.A.2
  • 49
    • 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. International Journal of Applied Earth Observation and Geoinformation 2011, 13(5):701-710.
    • (2011) International Journal of Applied Earth Observation and Geoinformation , vol.13 , Issue.5 , pp. 701-710
    • Ozdemir, I.1    Karnieli, A.2
  • 50
    • 84857335644 scopus 로고    scopus 로고
    • Analysis of full-waveform LiDAR data for forestry applications: A review of investigations and methods
    • Pirotti F. Analysis of full-waveform LiDAR data for forestry applications: A review of investigations and methods. iForest-Biogeosciences and Forestry 2011, 4(3):100-106.
    • (2011) iForest-Biogeosciences and Forestry , vol.4 , Issue.3 , pp. 100-106
    • Pirotti, F.1
  • 52
    • 79959964789 scopus 로고    scopus 로고
    • Impact of spatial variability of tropical forest structure on radar estimation of aboveground biomass
    • Saatchi S., Marlier M., Chazdon R.L., Clark D.B., Russell A.E. Impact of spatial variability of tropical forest structure on radar estimation of aboveground biomass. Remote Sensing of Environment 2011, 115(11):2836-2849.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.11 , pp. 2836-2849
    • Saatchi, S.1    Marlier, M.2    Chazdon, R.L.3    Clark, D.B.4    Russell, A.E.5
  • 54
    • 84870033291 scopus 로고    scopus 로고
    • Fusing waveform LIDAR and hyperspectral data for species-level structural assessment in savanna ecosystems
    • Spie-Int Soc Optical Engineering, Bellingham, M.D. Turner, G.W. Kamerman (Eds.)
    • Sarrazin D., Van Aardt J., Asner G.P., McGlinchy J., Messinger D.W., Wu J.Y. Fusing waveform LIDAR and hyperspectral data for species-level structural assessment in savanna ecosystems. Laser Radar Technology and Applications Xv 2010, Spie-Int Soc Optical Engineering, Bellingham. M.D. Turner, G.W. Kamerman (Eds.).
    • (2010) Laser Radar Technology and Applications Xv
    • Sarrazin, D.1    Van Aardt, J.2    Asner, G.P.3    McGlinchy, J.4    Messinger, D.W.5    Wu, J.Y.6
  • 57
    • 79960909029 scopus 로고    scopus 로고
    • Impact of land-use type and harvesting on population structure of a non-timber forest product-providing tree in a semi-arid savanna, West Africa
    • Schumann K., Wittig R., Thiombiano A., Becker U., Hahn K. Impact of land-use type and harvesting on population structure of a non-timber forest product-providing tree in a semi-arid savanna, West Africa. Biological Conservation 2011, 144(9):2369-2376.
    • (2011) Biological Conservation , vol.144 , Issue.9 , pp. 2369-2376
    • Schumann, K.1    Wittig, R.2    Thiombiano, A.3    Becker, U.4    Hahn, K.5
  • 58
    • 0034036971 scopus 로고    scopus 로고
    • Comparison of plant diversity in protected and communal lands in the Bushbuckridge lowveld savanna, South Africa
    • Shackleton C.M. Comparison of plant diversity in protected and communal lands in the Bushbuckridge lowveld savanna, South Africa. Biological Conservation 2000, 94(3):273-285.
    • (2000) Biological Conservation , vol.94 , Issue.3 , pp. 273-285
    • Shackleton, C.M.1
  • 59
    • 21044449105 scopus 로고    scopus 로고
    • Estimating the potential role of commercial over-harvesting in resource viability: A case study of five useful tree species in South Africa
    • Shackleton C.M., Guthrie G., Main R. Estimating the potential role of commercial over-harvesting in resource viability: A case study of five useful tree species in South Africa. Land Degradation & Development 2005, 16:273-286.
    • (2005) Land Degradation & Development , vol.16 , pp. 273-286
    • Shackleton, C.M.1    Guthrie, G.2    Main, R.3
  • 60
    • 0002808715 scopus 로고    scopus 로고
    • Direct use values of secondary resources harvested from communal savannas in the Bushbuckridge lowveld, South Africa
    • Shackleton C.M., Shackleton S.E. Direct use values of secondary resources harvested from communal savannas in the Bushbuckridge lowveld, South Africa. Journal of Tropical Forest Products 2000, 6(1):28-47.
    • (2000) Journal of Tropical Forest Products , vol.6 , Issue.1 , pp. 28-47
    • Shackleton, C.M.1    Shackleton, S.E.2
  • 63
    • 79954622955 scopus 로고    scopus 로고
    • Endmember variability in Spectral Mixture Analysis: A review
    • Somers B., Asner G.P., Tits L., Coppin P. Endmember variability in Spectral Mixture Analysis: A review. Remote Sensing of Environment 2011, 115(7):1603-1616.
    • (2011) Remote Sensing of Environment , vol.115 , Issue.7 , pp. 1603-1616
    • Somers, B.1    Asner, G.P.2    Tits, L.3    Coppin, P.4
  • 68
    • 0006654867 scopus 로고
    • Soil patterns associated with the major geological units of the Kruger National Park
    • Venter F.J. Soil patterns associated with the major geological units of the Kruger National Park. Koedoe 1986, 29(1):125-138.
    • (1986) Koedoe , vol.29 , Issue.1 , pp. 125-138
    • Venter, F.J.1
  • 70


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.