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Volumn 200, Issue , 2017, Pages 170-182

Mapping urban tree species using integrated airborne hyperspectral and LiDAR remote sensing data

Author keywords

Airborne hyperspectral; Airborne LiDAR; British Columbia, Canada; Random forest; Urban tree species classification

Indexed keywords

ANTHOCYANINS; BIODIVERSITY; DECISION TREES; FORESTRY; MAPPING; OPTICAL RADAR; PLANTS (BOTANY); REMOTE SENSING; SPECTROSCOPY; URBAN PLANNING; VEGETATION;

EID: 85028948905     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2017.08.010     Document Type: Article
Times cited : (216)

References (82)
  • 1
    • 84898634853 scopus 로고    scopus 로고
    • Urban tree species mapping using hyperspectral and lidar data fusion
    • Alonzo, M., Bookhagen, B., Roberts, D., Urban tree species mapping using hyperspectral and lidar data fusion. Remote Sens. Environ. 148 (2014), 70–83.
    • (2014) Remote Sens. Environ. , vol.148 , pp. 70-83
    • Alonzo, M.1    Bookhagen, B.2    Roberts, D.3
  • 2
    • 0022195469 scopus 로고
    • Residential property values improved by landscaping with trees
    • Anderson, L.M., Cordell, H.K., Residential property values improved by landscaping with trees. South. J. Appl. For. 9 (1985), 162–166.
    • (1985) South. J. Appl. For. , vol.9 , pp. 162-166
    • Anderson, L.M.1    Cordell, H.K.2
  • 3
    • 84863785030 scopus 로고    scopus 로고
    • The effect of tree shade and grass on surface and globe temperatures in an urban area
    • Armson, D., Stringer, P., Ennos, A.R., The effect of tree shade and grass on surface and globe temperatures in an urban area. Urban For. Urban Green. 11 (2012), 245–255, 10.1016/j.ufug.2012.05.002.
    • (2012) Urban For. Urban Green. , vol.11 , pp. 245-255
    • Armson, D.1    Stringer, P.2    Ennos, A.R.3
  • 4
    • 79957511061 scopus 로고    scopus 로고
    • Statistical inference in PCA for hyperspectral images
    • Bajorski, P., Statistical inference in PCA for hyperspectral images. IEEE J. Sel. Top. Sign. Proces. 5 (2011), 438–445.
    • (2011) IEEE J. Sel. Top. Sign. Proces. , vol.5 , pp. 438-445
    • Bajorski, P.1
  • 5
    • 84961834117 scopus 로고    scopus 로고
    • Random forest in remote sensing: a review of applications and future directions
    • Belgiu, M., Drăguţ, L., Random forest in remote sensing: a review of applications and future directions. ISPRS J. Photogramm. Remote Sens. 114 (2016), 24–31.
    • (2016) ISPRS J. Photogramm. Remote Sens. , vol.114 , pp. 24-31
    • Belgiu, M.1    Drăguţ, L.2
  • 6
    • 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 Sens. Environ. 66 (1998), 273–285, 10.1016/S0034-4257(98)00059-5.
    • (1998) Remote Sens. Environ. , vol.66 , pp. 273-285
    • Blackburn, G.A.1
  • 7
    • 15844428374 scopus 로고    scopus 로고
    • Satellite remote sensing of forest resources: three decades of research development
    • Boyd, D., Danson, F., Satellite remote sensing of forest resources: three decades of research development. Prog. Phys. Geogr. 29 (2005), 1–26.
    • (2005) Prog. Phys. Geogr. , vol.29 , pp. 1-26
    • Boyd, D.1    Danson, F.2
  • 8
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., Random forests. Mach. Learn. 45 (2001), 5–32, 10.1023/A:1010933404324.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 9
    • 84990892713 scopus 로고    scopus 로고
    • Tree species classification in subtropical forests using small-footprint full-waveform LiDAR data
    • Cao, L., Coops, N., Innes, J., Dai, J., Ruan, H., Tree species classification in subtropical forests using small-footprint full-waveform LiDAR data. Int. J. Appl. Earth Obs. Geoinf. 49 (2016), 39–51.
    • (2016) Int. J. Appl. Earth Obs. Geoinf. , vol.49 , pp. 39-51
    • Cao, L.1    Coops, N.2    Innes, J.3    Dai, J.4    Ruan, H.5
  • 10
    • 0028669120 scopus 로고
    • Early detection of plant stress by digital imaging within narrow stress-sensitive wavebands
    • Carter, G.A., Miller, R.L., Early detection of plant stress by digital imaging within narrow stress-sensitive wavebands. Remote Sens. Environ. 50 (1994), 295–302, 10.1016/0034-4257(94)90079-5.
    • (1994) Remote Sens. Environ. , vol.50 , pp. 295-302
    • Carter, G.A.1    Miller, R.L.2
  • 11
    • 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 Sens. Environ. 96 (2005), 375–398, 10.1016/j.rse.2005.03.009.
    • (2005) Remote Sens. Environ. , vol.96 , pp. 375-398
    • Clark, M.L.1    Roberts, D.A.2    Clark, D.B.3
  • 12
    • 70349172947 scopus 로고    scopus 로고
    • The role of spectral resolution and classifier complexity in the analysis of hyperspectral images of forest areas
    • Dalponte, M., Bruzzone, L., Vescovo, L., The role of spectral resolution and classifier complexity in the analysis of hyperspectral images of forest areas. Remote Sens. 113 (2009), 2345–2355.
    • (2009) Remote Sens. , vol.113 , pp. 2345-2355
    • Dalponte, M.1    Bruzzone, L.2    Vescovo, L.3
  • 13
    • 84859928062 scopus 로고    scopus 로고
    • Tree species classification in the Southern Alps based on the fusion of very high geometrical resolution multispectral/hyperspectral images and LiDAR data
    • Dalponte, M., Bruzzone, L., Gianelle, D., Tree species classification in the Southern Alps based on the fusion of very high geometrical resolution multispectral/hyperspectral images and LiDAR data. Remote Sens. Environ. 123 (2012), 258–270, 10.1016/j.rse.2012.03.013.
    • (2012) Remote Sens. Environ. , vol.123 , pp. 258-270
    • Dalponte, M.1    Bruzzone, L.2    Gianelle, D.3
  • 14
    • 0033406206 scopus 로고    scopus 로고
    • Visible/near infrared reflectance and chlorophyll content in Eucalyptus leaves
    • Datt, B., Visible/near infrared reflectance and chlorophyll content in Eucalyptus leaves. Int. J. Remote Sens. 20 (1999), 2741–2759, 10.1080/014311699211778.
    • (1999) Int. J. Remote Sens. , vol.20 , pp. 2741-2759
    • Datt, B.1
  • 15
    • 80052801336 scopus 로고    scopus 로고
    • Mapping an urban ecosystem service: quantifying above-ground carbon storage at a city-wide scale
    • Davies, Z., Edmondson, J., Mapping an urban ecosystem service: quantifying above-ground carbon storage at a city-wide scale. J. Appl. Ecol. 48 (2011), 1125–1134.
    • (2011) J. Appl. Ecol. , vol.48 , pp. 1125-1134
    • Davies, Z.1    Edmondson, J.2
  • 16
    • 34548431766 scopus 로고    scopus 로고
    • Remote sensing of species mixtures in conifer plantations using LiDAR height and intensity data
    • Donoghue, D., Watt, P., Cox, N., Wilson, J., Remote sensing of species mixtures in conifer plantations using LiDAR height and intensity data. Remote Sens. Environ. 110 (2007), 509–522.
    • (2007) Remote Sens. Environ. , vol.110 , pp. 509-522
    • Donoghue, D.1    Watt, P.2    Cox, N.3    Wilson, J.4
  • 17
    • 84856729456 scopus 로고    scopus 로고
    • Airborne light detection and ranging (LiDAR) for individual tree stem location, height, and biomass measurements
    • Edson, C., Wing, M., Airborne light detection and ranging (LiDAR) for individual tree stem location, height, and biomass measurements. Remote Sens. 3 (2011), 2494–2528.
    • (2011) Remote Sens. , vol.3 , pp. 2494-2528
    • Edson, C.1    Wing, M.2
  • 18
    • 62049085237 scopus 로고    scopus 로고
    • Spatial heterogeneity and air pollution removal by an urban forest
    • Escobedo, F., Nowak, D., Spatial heterogeneity and air pollution removal by an urban forest. Landsc. Urban Plan. 90 (2009), 102–110.
    • (2009) Landsc. Urban Plan. , vol.90 , pp. 102-110
    • Escobedo, F.1    Nowak, D.2
  • 19
    • 79958804405 scopus 로고    scopus 로고
    • Urban forests and pollution mitigation: analyzing ecosystem services and disservices
    • Escobedo, F., Kroeger, T., Wagner, J., Urban forests and pollution mitigation: analyzing ecosystem services and disservices. Environ. Pollut. 159 (2011), 2078–2087.
    • (2011) Environ. Pollut. , vol.159 , pp. 2078-2087
    • Escobedo, F.1    Kroeger, T.2    Wagner, J.3
  • 20
    • 84923617457 scopus 로고    scopus 로고
    • Non-destructive estimation of foliar carotenoid content of tree species using merged vegetation indices
    • Fassnacht, F., Stenzel, S., Gitelson, A., Non-destructive estimation of foliar carotenoid content of tree species using merged vegetation indices. J. Plant Physiol. 176 (2015), 210–217.
    • (2015) J. Plant Physiol. , vol.176 , pp. 210-217
    • Fassnacht, F.1    Stenzel, S.2    Gitelson, A.3
  • 21
    • 0032815356 scopus 로고    scopus 로고
    • Assessing leaf pigment content and activity with a reflectometer
    • Gamon, J.A., Surfus, J.S., Assessing leaf pigment content and activity with a reflectometer. New Phytol. 143 (1999), 105–117, 10.1046/j.1469-8137.1999.00424.x.
    • (1999) New Phytol. , vol.143 , pp. 105-117
    • Gamon, J.A.1    Surfus, J.S.2
  • 23
    • 84936757163 scopus 로고    scopus 로고
    • Role of street trees in mitigating effects of heat and drought at highly sealed urban sites
    • Gillner, S., Vogt, J., Tharang, A., Dettmann, S., Roloff, A., Role of street trees in mitigating effects of heat and drought at highly sealed urban sites. Landsc. Urban Plan. 143 (2015), 33–42, 10.1016/j.landurbplan.2015.06.005.
    • (2015) Landsc. Urban Plan. , vol.143 , pp. 33-42
    • Gillner, S.1    Vogt, J.2    Tharang, A.3    Dettmann, S.4    Roloff, A.5
  • 24
    • 74049141805 scopus 로고    scopus 로고
    • Scaling up from gardens: biodiversity conservation in urban environments
    • Goddard, M.A., Dougill, A.J., Benton, T.G., Scaling up from gardens: biodiversity conservation in urban environments. Trends Ecol. Evol. 25 (2010), 90–98, 10.1016/j.tree.2009.07.016.
    • (2010) Trends Ecol. Evol. , vol.25 , pp. 90-98
    • Goddard, M.A.1    Dougill, A.J.2    Benton, T.G.3
  • 25
    • 84938985118 scopus 로고    scopus 로고
    • Detection of gradients of forest composition in an urban area using imaging spectroscopy
    • Gu, H., Singh, A., Townsend, P., Detection of gradients of forest composition in an urban area using imaging spectroscopy. Remote Sens. Environ., 167, 2015, 180.
    • (2015) Remote Sens. Environ. , vol.167 , pp. 180
    • Gu, H.1    Singh, A.2    Townsend, P.3
  • 26
    • 84860389337 scopus 로고    scopus 로고
    • Comparative analysis of clustering-based approaches for 3-D single tree detection using airborne fullwave lidar data
    • Gupta, S., Weinacker, H., Koch, B., Comparative analysis of clustering-based approaches for 3-D single tree detection using airborne fullwave lidar data. Remote Sens. 2 (2010), 968–989, 10.3390/rs2040968.
    • (2010) Remote Sens. , vol.2 , pp. 968-989
    • Gupta, S.1    Weinacker, H.2    Koch, B.3
  • 27
    • 1842431418 scopus 로고    scopus 로고
    • Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture
    • Haboudane, D., Miller, J.R., Pattey, E., Zarco-Tejada, P.J., Strachan, I.B., Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture. Remote Sens. Environ. 90 (2004), 337–352, 10.1016/j.rse.2003.12.013.
    • (2004) Remote Sens. Environ. , vol.90 , pp. 337-352
    • Haboudane, D.1    Miller, J.R.2    Pattey, E.3    Zarco-Tejada, P.J.4    Strachan, I.B.5
  • 28
    • 34249932753 scopus 로고    scopus 로고
    • Detecting Tamarisk species (Tamarix spp.) in riparian habitats of Southern California using high spatial resolution hyperspectral imagery
    • Hamada, Y., Stow, D., Coulter, L., Jafolla, J., Detecting Tamarisk species (Tamarix spp.) in riparian habitats of Southern California using high spatial resolution hyperspectral imagery. Remote Sens. Environ. 109 (2007), 237–248.
    • (2007) Remote Sens. Environ. , vol.109 , pp. 237-248
    • Hamada, Y.1    Stow, D.2    Coulter, L.3    Jafolla, J.4
  • 29
    • 34548398576 scopus 로고    scopus 로고
    • Correction of laser scanning intensity data: data and model-driven approaches
    • Höfle, B., Pfeifer, N., Correction of laser scanning intensity data: data and model-driven approaches. ISPRS J. Photogramm. Remote Sens. 62 (2007), 415–433, 10.1016/j.isprsjprs.2007.05.008.
    • (2007) ISPRS J. Photogramm. Remote Sens. , vol.62 , pp. 415-433
    • Höfle, B.1    Pfeifer, N.2
  • 30
    • 2342646308 scopus 로고    scopus 로고
    • Identifying species of individual trees using airborne laser scanner
    • Holmgren, J., Persson, Å., Identifying species of individual trees using airborne laser scanner. Remote Sens. Environ. 90 (2004), 415–423, 10.1016/S0034-4257(03)00140-8.
    • (2004) Remote Sens. Environ. , vol.90 , pp. 415-423
    • Holmgren, J.1    Persson, Å.2
  • 31
    • 84952639099 scopus 로고    scopus 로고
    • LiDAR waveform features for tree species classification and their sensitivity to tree-and acquisition related parameters
    • Hovi, A., Korhonen, L., Vauhkonen, J., Korpela, I., LiDAR waveform features for tree species classification and their sensitivity to tree-and acquisition related parameters. Remote Sens. Environ. 173 (2016), 224–237.
    • (2016) Remote Sens. Environ. , vol.173 , pp. 224-237
    • Hovi, A.1    Korhonen, L.2    Vauhkonen, J.3    Korpela, I.4
  • 32
    • 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., Crookston, N., Evans, J., Regression modeling and mapping of coniferous forest basal area and tree density from discrete-return lidar and multispectral satellite data. Can. J. For. Res. 32 (2006), 126–138.
    • (2006) Can. J. For. Res. , vol.32 , pp. 126-138
    • Hudak, A.1    Crookston, N.2    Evans, J.3
  • 33
    • 84870760985 scopus 로고    scopus 로고
    • Tree species classification with random forest using very high spatial resolution 8-band WorldView-2 satellite data
    • Immitzer, M., Atzberger, C., Koukal, T., Tree species classification with random forest using very high spatial resolution 8-band WorldView-2 satellite data. Remote Sens. 4 (2012), 2661–2693, 10.3390/rs4092661.
    • (2012) Remote Sens. , vol.4 , pp. 2661-2693
    • Immitzer, M.1    Atzberger, C.2    Koukal, T.3
  • 34
    • 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., Coops, N., Sharma, T., Assessing the utility of airborne hyperspectral and LiDAR data for species distribution mapping in the coastal Pacific Northwest, Canada. Remote Sens. Environ. 114 (2010), 2841–2852.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 2841-2852
    • Jones, T.1    Coops, N.2    Sharma, T.3
  • 35
    • 67349288558 scopus 로고    scopus 로고
    • Tree species differentiation using intensity data derived from leaf-on and leaf-off airborne laser scanner data
    • Kim, S., McGaughey, R., Andersen, H., Tree species differentiation using intensity data derived from leaf-on and leaf-off airborne laser scanner data. Remote Sens. Environ. 113 (2009), 1575–1586.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1575-1586
    • Kim, S.1    McGaughey, R.2    Andersen, H.3
  • 36
    • 81355147438 scopus 로고    scopus 로고
    • Classifying individual tree genera using stepwise cluster analysis based on height and intensity metrics derived from airborne laser scanner data
    • Kim, S., Hinckley, T., Briggs, D., Classifying individual tree genera using stepwise cluster analysis based on height and intensity metrics derived from airborne laser scanner data. Remote Sens. Environ. 115 (2011), 3329–3342.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 3329-3342
    • Kim, S.1    Hinckley, T.2    Briggs, D.3
  • 37
    • 33645801594 scopus 로고    scopus 로고
    • Detection of individual tree crowns in airborne lidar data
    • Koch, B., Heyder, U., Weinacker, H., Detection of individual tree crowns in airborne lidar data. Photogramm. Eng. Remote Sens. 72 (2006), 357–363.
    • (2006) Photogramm. Eng. Remote Sens. , vol.72 , pp. 357-363
    • Koch, B.1    Heyder, U.2    Weinacker, H.3
  • 39
    • 84878117929 scopus 로고    scopus 로고
    • GeoDMA—Geographic Data Mining Analyst
    • Körting, T.S., Garcia Fonseca, L.M., Câmara, G., GeoDMA—Geographic Data Mining Analyst. Comput. Geosci. 57 (2013), 133–145, 10.1016/j.cageo.2013.02.007.
    • (2013) Comput. Geosci. , vol.57 , pp. 133-145
    • Körting, T.S.1    Garcia Fonseca, L.M.2    Câmara, G.3
  • 40
    • 0034985729 scopus 로고    scopus 로고
    • Environment and crime in the inner city: does vegetation reduce crime?
    • Kuo, F.E., Sullivan, W.C., Environment and crime in the inner city: does vegetation reduce crime?. Environ. Behav. 33 (2001), 343–367, 10.1177/0013916501333002.
    • (2001) Environ. Behav. , vol.33 , pp. 343-367
    • Kuo, F.E.1    Sullivan, W.C.2
  • 41
    • 85015302475 scopus 로고    scopus 로고
    • Object-based urban tree species classification using bi-temporal WorldView-2 and WorldView-3 images
    • Li, D., Ke, Y., Gong, H., Li, X., Object-based urban tree species classification using bi-temporal WorldView-2 and WorldView-3 images. Remote Sens. 7 (2015), 16917–16937.
    • (2015) Remote Sens. , vol.7 , pp. 16917-16937
    • Li, D.1    Ke, Y.2    Gong, H.3    Li, X.4
  • 42
    • 84945263226 scopus 로고    scopus 로고
    • Tree species classification based on explicit tree structure feature parameters derived from static terrestrial laser scanning data
    • Lin, Y., Herold, M., Tree species classification based on explicit tree structure feature parameters derived from static terrestrial laser scanning data. Agric. For. Meteorol. 216 (2016), 105–114.
    • (2016) Agric. For. Meteorol. , vol.216 , pp. 105-114
    • Lin, Y.1    Herold, M.2
  • 43
    • 84990892638 scopus 로고    scopus 로고
    • A comprehensive but efficient framework of proposing and validating feature parameters from airborne LiDAR data for tree species classification
    • Lin, Y., Hyyppä, J., A comprehensive but efficient framework of proposing and validating feature parameters from airborne LiDAR data for tree species classification. Int. J. Appl. Earth Obs. Geoinf. 46 (2016), 45–55.
    • (2016) Int. J. Appl. Earth Obs. Geoinf. , vol.46 , pp. 45-55
    • Lin, Y.1    Hyyppä, J.2
  • 44
    • 71349085892 scopus 로고    scopus 로고
    • Identification of plant species by using high spatial and spectral resolution thermal infrared (8.0–13.5 μm) imagery
    • da Luz, B., Crowley, J., Identification of plant species by using high spatial and spectral resolution thermal infrared (8.0–13.5 μm) imagery. Remote Sens. Environ. 114 (2010), 404–413.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 404-413
    • da Luz, B.1    Crowley, J.2
  • 45
    • 84867638367 scopus 로고    scopus 로고
    • Development of spectral indices for detecting and identifying plant diseases
    • Mahlein, A., Rumpf, T., Welke, P., Dehne, H., Development of spectral indices for detecting and identifying plant diseases. Remote Sens. Environ. 128 (2013), 21–30.
    • (2013) Remote Sens. Environ. , vol.128 , pp. 21-30
    • Mahlein, A.1    Rumpf, T.2    Welke, P.3    Dehne, H.4
  • 46
    • 84953354065 scopus 로고    scopus 로고
    • The role of remote sensing in process-scaling studies of managed forest ecosystems
    • Masek, J., Hayes, D., Hughes, M., Healey, S., The role of remote sensing in process-scaling studies of managed forest ecosystems. For. Ecol. Manag. 355 (2015), 109–123.
    • (2015) For. Ecol. Manag. , vol.355 , pp. 109-123
    • Masek, J.1    Hayes, D.2    Hughes, M.3    Healey, S.4
  • 47
    • 0004131154 scopus 로고    scopus 로고
    • Multi-temporal Analysis of Community Scale Vegetation Stress With Imaging Spectroscopy
    • ResearchSpace@Auckland
    • Merton, R.N., Multi-temporal Analysis of Community Scale Vegetation Stress With Imaging Spectroscopy. 1999, ResearchSpace@Auckland.
    • (1999)
    • Merton, R.N.1
  • 49
    • 79952070569 scopus 로고    scopus 로고
    • Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery
    • Myint, S., Gober, P., Brazel, A., Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery. Remote Sens. Environ. 115 (2011), 1145–1161.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1145-1161
    • Myint, S.1    Gober, P.2    Brazel, A.3
  • 50
    • 36248953733 scopus 로고    scopus 로고
    • Airborne laser scanning as a method in operational forest inventory: status of accuracy assessments accomplished in Scandinavia
    • Næsset, E., Airborne laser scanning as a method in operational forest inventory: status of accuracy assessments accomplished in Scandinavia. Scand. J. For. Res. 22 (2007), 433–442.
    • (2007) Scand. J. For. Res. , vol.22 , pp. 433-442
    • Næsset, E.1
  • 51
    • 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 J. Photogramm. Remote Sens. 69 (2012), 167–179, 10.1016/j.isprsjprs.2012.03.005.
    • (2012) ISPRS J. Photogramm. Remote Sens. , vol.69 , pp. 167-179
    • Naidoo, L.1    Cho, M.A.2    Mathieu, R.3    Asner, G.4
  • 52
    • 84978915523 scopus 로고    scopus 로고
    • Retrieval of leaf area index in different plant species using thermal hyperspectral data
    • Neinavaz, E., Skidmore, A., Darvishzadeh, R., Retrieval of leaf area index in different plant species using thermal hyperspectral data. ISPRS J. Photogramm. Remote Sens. 119 (2016), 390–401.
    • (2016) ISPRS J. Photogramm. Remote Sens. , vol.119 , pp. 390-401
    • Neinavaz, E.1    Skidmore, A.2    Darvishzadeh, R.3
  • 53
    • 84856742245 scopus 로고    scopus 로고
    • Machine learning comparison between WorldView-2 and QuickBird-2-simulated imagery regarding object-based urban land cover classification
    • Novack, T., Esch, T., Kux, H., Stilla, U., Machine learning comparison between WorldView-2 and QuickBird-2-simulated imagery regarding object-based urban land cover classification. Remote Sens. 3 (2011), 2263–2282.
    • (2011) Remote Sens. , vol.3 , pp. 2263-2282
    • Novack, T.1    Esch, T.2    Kux, H.3    Stilla, U.4
  • 54
    • 77951104193 scopus 로고    scopus 로고
    • Effects of different sensors and leaf-on and leaf-off canopy conditions on echo distributions and individual tree properties derived from airborne laser scanning
    • Ørka, H., Næsset, E., Bollandsås, O., Effects of different sensors and leaf-on and leaf-off canopy conditions on echo distributions and individual tree properties derived from airborne laser scanning. Remote Sens. Environ. 114 (2010), 1445–1461.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 1445-1461
    • Ørka, H.1    Næsset, E.2    Bollandsås, O.3
  • 55
    • 0027788685 scopus 로고
    • The reflectance at the 950–970 nm region as an indicator of plant water status
    • Penuelas, J., Filella, I., Biel, C., Serrano, L., The reflectance at the 950–970 nm region as an indicator of plant water status. Int. J. Remote Sens. 14 (1993), 1887–1905.
    • (1993) Int. J. Remote Sens. , vol.14 , pp. 1887-1905
    • Penuelas, J.1    Filella, I.2    Biel, C.3    Serrano, L.4
  • 56
    • 77950861978 scopus 로고    scopus 로고
    • Social interactions in urban parks: stimulating social cohesion?
    • Peters, K., Elands, B., Buijs, A., Social interactions in urban parks: stimulating social cohesion?. Urban For. Urban Green. 9 (2010), 93–100, 10.1016/j.ufug.2009.11.003.
    • (2010) Urban For. Urban Green. , vol.9 , pp. 93-100
    • Peters, K.1    Elands, B.2    Buijs, A.3
  • 58
    • 39749118753 scopus 로고    scopus 로고
    • A voxel-based lidar method for estimating crown base height for deciduous and pine trees
    • Popescu, S.C., Zhao, K., A voxel-based lidar method for estimating crown base height for deciduous and pine trees. Remote Sens. Environ. 112 (2008), 767–781, 10.1016/j.rse.2007.06.011.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 767-781
    • Popescu, S.C.1    Zhao, K.2
  • 59
    • 84863422450 scopus 로고    scopus 로고
    • A comparative analysis of high spatial resolution IKONOS and WorldView-2 imagery for mapping urban tree species
    • Pu, R., Landry, S., A comparative analysis of high spatial resolution IKONOS and WorldView-2 imagery for mapping urban tree species. Remote Sens. Environ. 124 (2012), 516–533.
    • (2012) Remote Sens. Environ. , vol.124 , pp. 516-533
    • Pu, R.1    Landry, S.2
  • 60
    • 33750985671 scopus 로고    scopus 로고
    • Street tree diversity in Eastern North America and its potential for tree loss to exotic borers
    • Raupp, M.J., Cumming, A.B., Raupp, E.C., Street tree diversity in Eastern North America and its potential for tree loss to exotic borers. Arboricult. Urban For. 32 (2006), 297–304.
    • (2006) Arboricult. Urban For. , vol.32 , pp. 297-304
    • Raupp, M.J.1    Cumming, A.B.2    Raupp, E.C.3
  • 61
    • 3242735129 scopus 로고    scopus 로고
    • Estimation of leaf area index and covered ground from airborne laser scanner (Lidar) in two contrasting forests
    • Riaño, D., Valladares, F., Condés, S., Chuvieco, E., Estimation of leaf area index and covered ground from airborne laser scanner (Lidar) in two contrasting forests. Agric. For. Meteorol., 2004, 10.1016/j.agrformet.2004.02.005.
    • (2004) Agric. For. Meteorol.
    • Riaño, D.1    Valladares, F.2    Condés, S.3    Chuvieco, E.4
  • 62
    • 84896703399 scopus 로고    scopus 로고
    • Uncertainty in urban forest canopy assessment: lessons from Seattle, WA, USA
    • Richardson, J., Moskal, L., Uncertainty in urban forest canopy assessment: lessons from Seattle, WA, USA. Urban For. Urban Green. 13 (2014), 152–157.
    • (2014) Urban For. Urban Green. , vol.13 , pp. 152-157
    • Richardson, J.1    Moskal, L.2
  • 63
    • 84940733230 scopus 로고    scopus 로고
    • Atmospheric/Topographic Correction for Airborne Imagery. ATCOR-4 User Guid. DLR IB 565-01/16
    • Richter, R., Schläpfer, D., Atmospheric/Topographic Correction for Airborne Imagery. ATCOR-4 User Guid. DLR IB 565-01/16. 2016.
    • (2016)
    • Richter, R.1    Schläpfer, D.2
  • 64
    • 84997604985 scopus 로고    scopus 로고
    • The use of airborne hyperspectral data for tree species classification in a species-rich Central European forest area
    • Richter, R., Reu, B., Wirth, C., Doktor, D., Vohland, M., The use of airborne hyperspectral data for tree species classification in a species-rich Central European forest area. Int. J. Appl. Earth Obs. Geoinf. 52 (2016), 464–474, 10.1016/j.jag.2016.07.018.
    • (2016) Int. J. Appl. Earth Obs. Geoinf. , vol.52 , pp. 464-474
    • Richter, R.1    Reu, B.2    Wirth, C.3    Doktor, D.4    Vohland, M.5
  • 65
    • 0002872223 scopus 로고
    • Monitoring vegetation systems in the Great Plains with ERTS
    • Rouse, W., Haas, R.H., Deering, D.W., Monitoring vegetation systems in the Great Plains with ERTS. NASA Spec. Publ., 351, 1974, 309.
    • (1974) NASA Spec. Publ. , vol.351 , pp. 309
    • Rouse, W.1    Haas, R.H.2    Deering, D.W.3
  • 66
    • 84868213337 scopus 로고    scopus 로고
    • A systematic quantitative review of urban tree benefits, costs, and assessment methods across cities in different climatic zones
    • Roy, S., Byrne, J., Pickering, C., A systematic quantitative review of urban tree benefits, costs, and assessment methods across cities in different climatic zones. Urban For. Urban Green. 11 (2012), 351–363.
    • (2012) Urban For. Urban Green. , vol.11 , pp. 351-363
    • Roy, S.1    Byrne, J.2    Pickering, C.3
  • 67
    • 84905906990 scopus 로고    scopus 로고
    • Classification of Australian native forest species using hyperspectral remote sensing and machine-learning classification algorithms
    • Shang, X., Chisholm, L., Classification of Australian native forest species using hyperspectral remote sensing and machine-learning classification algorithms. IEEE J. Sel. Top. Sign. Proces. 7 (2014), 2481–2489.
    • (2014) IEEE J. Sel. Top. Sign. Proces. , vol.7 , pp. 2481-2489
    • Shang, X.1    Chisholm, L.2
  • 68
    • 78149471621 scopus 로고    scopus 로고
    • Selecting trees for urban paved sites in Scandinavia – a review of information on stress tolerance and its relation to the requirements of tree planners
    • Sjöman, H., Busse Nielsen, A., Selecting trees for urban paved sites in Scandinavia – a review of information on stress tolerance and its relation to the requirements of tree planners. Urban For. Urban Green. 9 (2010), 281–293, 10.1016/j.ufug.2010.04.001.
    • (2010) Urban For. Urban Green. , vol.9 , pp. 281-293
    • Sjöman, H.1    Busse Nielsen, A.2
  • 70
    • 85028923956 scopus 로고    scopus 로고
    • Feature Based Tree Sepcies Classification Using Airborne Hyperspectral and LiDAR Data for the Bavarian Forerst National Park
    • Ludwig-Maximilians-Universität München
    • Sommer, C., Feature Based Tree Sepcies Classification Using Airborne Hyperspectral and LiDAR Data for the Bavarian Forerst National Park. 2015, Ludwig-Maximilians-Universität München.
    • (2015)
    • Sommer, C.1
  • 71
    • 0030461168 scopus 로고    scopus 로고
    • Estimating the kappa coefficient and its variance under stratified random sampling
    • Stehman, S., Estimating the kappa coefficient and its variance under stratified random sampling. Photogramm. Eng. Remote Sens. 62 (1996), 401–407.
    • (1996) Photogramm. Eng. Remote Sens. , vol.62 , pp. 401-407
    • Stehman, S.1
  • 72
    • 0003357853 scopus 로고    scopus 로고
    • Conceptual development of a eucalypt canopy condition index using high resolution spatial and spectral remote sensing imagery
    • Stone, C., Coops, N., Culvenor, D., Conceptual development of a eucalypt canopy condition index using high resolution spatial and spectral remote sensing imagery. J. Sustain. For. 11 (2000), 23–45.
    • (2000) J. Sustain. For. , vol.11 , pp. 23-45
    • Stone, C.1    Coops, N.2    Culvenor, D.3
  • 73
    • 84857957416 scopus 로고    scopus 로고
    • New spectral vegetation indices based on the near-infrared shoulder wavelengths for remote detection of grassland phytomass
    • Vescovo, L., Wohlfahrt, G., Balzarolo, M., Pilloni, S., Sottocornola, M., Rodeghiero, M., Gianelle, D., New spectral vegetation indices based on the near-infrared shoulder wavelengths for remote detection of grassland phytomass. Int. J. Remote Sens. 33 (2012), 2178–2195, 10.1080/01431161.2011.607195.
    • (2012) Int. J. Remote Sens. , vol.33 , pp. 2178-2195
    • Vescovo, L.1    Wohlfahrt, G.2    Balzarolo, M.3    Pilloni, S.4    Sottocornola, M.5    Rodeghiero, M.6    Gianelle, D.7
  • 74
    • 85009673780 scopus 로고    scopus 로고
    • Design for Flooding: Architecture, Landscape, and Urban Design for Resilience to Climate Change
    • John Wiley
    • Watson, D., Adams, M., Design for Flooding: Architecture, Landscape, and Urban Design for Resilience to Climate Change. 2010, John Wiley.
    • (2010)
    • Watson, D.1    Adams, M.2
  • 75
    • 77950647560 scopus 로고    scopus 로고
    • Testing and classification of individual plants for fire behaviour: plant selection for the wildland–urban interface
    • White, R., Zipperer, W., Testing and classification of individual plants for fire behaviour: plant selection for the wildland–urban interface. Int. J. Wildland Fire, 19, 2010, 213.
    • (2010) Int. J. Wildland Fire , vol.19 , pp. 213
    • White, R.1    Zipperer, W.2
  • 76
    • 84860363040 scopus 로고    scopus 로고
    • Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full-waveform LiDAR data
    • Yao, W., Krzystek, P., Heurich, M., Tree species classification and estimation of stem volume and DBH based on single tree extraction by exploiting airborne full-waveform LiDAR data. Remote Sens. Environ. 123 (2012), 368–380, 10.1016/j.rse.2012.03.027.
    • (2012) Remote Sens. Environ. , vol.123 , pp. 368-380
    • Yao, W.1    Krzystek, P.2    Heurich, M.3
  • 77
    • 78149465787 scopus 로고    scopus 로고
    • Managing municipal green space for ecosystem services
    • Young, R.F., Managing municipal green space for ecosystem services. Urban For. Urban Green. 9 (2010), 313–321, 10.1016/j.ufug.2010.06.007.
    • (2010) Urban For. Urban Green. , vol.9 , pp. 313-321
    • Young, R.F.1
  • 79
    • 84976307716 scopus 로고    scopus 로고
    • Object-based tree species classification in urban ecosystems using LiDAR and hyperspectral data
    • Zhang, Z., Kazakova, A., Moskal, L., Styers, D., Object-based tree species classification in urban ecosystems using LiDAR and hyperspectral data. Forests, 7, 2016, 122.
    • (2016) Forests , vol.7 , pp. 122
    • Zhang, Z.1    Kazakova, A.2    Moskal, L.3    Styers, D.4
  • 80
    • 84908409975 scopus 로고    scopus 로고
    • Isolating individual trees in a closed coniferous forest using small footprint lidar data
    • Zhao, D., Pang, Y., Li, Z., Liu, L., Isolating individual trees in a closed coniferous forest using small footprint lidar data. Int. J. Remote Sens. 35 (2014), 7199–7218, 10.1080/01431161.2014.967886.
    • (2014) Int. J. Remote Sens. , vol.35 , pp. 7199-7218
    • Zhao, D.1    Pang, Y.2    Li, Z.3    Liu, L.4
  • 81
    • 66049089993 scopus 로고    scopus 로고
    • Object-based land cover classification of shaded areas in high spatial resolution imagery of urban areas: a comparison study
    • Zhou, W., Huang, G., Troy, A., Cadenasso, M., Object-based land cover classification of shaded areas in high spatial resolution imagery of urban areas: a comparison study. Remote Sens. Environ. 113 (2009), 1769–1777.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1769-1777
    • Zhou, W.1    Huang, G.2    Troy, A.3    Cadenasso, M.4
  • 82
    • 84997834641 scopus 로고    scopus 로고
    • Urban flood risk reduction by increasing green areas for adaptation to climate change
    • Zimmermann, E., Bracalenti, L., Piacentini, R., Inostroza, L., Urban flood risk reduction by increasing green areas for adaptation to climate change. Procedia Eng. 161 (2016), 2241–2246, 10.1016/j.proeng.2016.08.822.
    • (2016) Procedia Eng. , vol.161 , pp. 2241-2246
    • Zimmermann, E.1    Bracalenti, L.2    Piacentini, R.3    Inostroza, L.4


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