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Volumn 248, Issue , 2018, Pages 397-407

Fine-scale perspectives on landscape phenology from unmanned aerial vehicle (UAV) photography

Author keywords

Drone; Forest; Phenology; Satellite remote sensing; Spatial scaling; Unmanned aerial vehicle (UAV)

Indexed keywords

AERIAL PHOTOGRAPHY; AERIAL SURVEY; FLUX MEASUREMENT; LAND COVER; LANDSAT; MODIS; PHENOLOGY; SPATIAL RESOLUTION; SPATIOTEMPORAL ANALYSIS; SPECIES INVENTORY; UNMANNED VEHICLE;

EID: 85031923434     PISSN: 01681923     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.agrformet.2017.10.015     Document Type: Article
Times cited : (121)

References (59)
  • 1
    • 61749104490 scopus 로고    scopus 로고
    • Quantitative phenological observations of a mixed beech forest in northern Switzerland with digital photography
    • Ahrends, H.E., Bruegger, R., Stoeckli, R., Schenk, J., Michna, P., Jeanneret, F., Wanner, H., Eugster, W., Quantitative phenological observations of a mixed beech forest in northern Switzerland with digital photography. J. Geophys. Res., 113, 2008, G04004, 10.1029/2007jg000650.
    • (2008) J. Geophys. Res. , vol.113 , pp. G04004
    • Ahrends, H.E.1    Bruegger, R.2    Stoeckli, R.3    Schenk, J.4    Michna, P.5    Jeanneret, F.6    Wanner, H.7    Eugster, W.8
  • 2
    • 84875989699 scopus 로고    scopus 로고
    • Lightweight unmanned aerial vehicles will revolutionize spatial ecology
    • Anderson, K., Gaston, K.J., Lightweight unmanned aerial vehicles will revolutionize spatial ecology. Front. Ecol. Environ. 11 (2013), 138–146, 10.1890/120150.
    • (2013) Front. Ecol. Environ. , vol.11 , pp. 138-146
    • Anderson, K.1    Gaston, K.J.2
  • 3
    • 0002265705 scopus 로고
    • Species and area
    • Arrhenius, O., Species and area. J. Ecol. 9 (1921), 95–99.
    • (1921) J. Ecol. , vol.9 , pp. 95-99
    • Arrhenius, O.1
  • 4
    • 84946202164 scopus 로고    scopus 로고
    • Trends and natural variability of spring onset in the coterminous United States as evaluated by a new gridded dataset of spring indices
    • Ault, T.R., Schwartz, M.D., Zurita-Milla, R., Weltzin, J.F., Betancourt, J.L., Trends and natural variability of spring onset in the coterminous United States as evaluated by a new gridded dataset of spring indices. J. Clim. 28 (2015), 8363–8378, 10.1175/JCLI-D-14-00736.1.
    • (2015) J. Clim. , vol.28 , pp. 8363-8378
    • Ault, T.R.1    Schwartz, M.D.2    Zurita-Milla, R.3    Weltzin, J.F.4    Betancourt, J.L.5
  • 8
    • 84953331866 scopus 로고    scopus 로고
    • Estimating the effective spatial resolution of the operational BRDF, albedo, and nadir reflectance products from MODIS and VIIRS
    • Campagnolo, M.L., Sun, Q., Liu, Y., Schaaf, C., Wang, Z., Román, M.O., Estimating the effective spatial resolution of the operational BRDF, albedo, and nadir reflectance products from MODIS and VIIRS. Remote Sens. Environ. 175 (2016), 52–64, 10.1016/j.rse.2015.12.033.
    • (2016) Remote Sens. Environ. , vol.175 , pp. 52-64
    • Campagnolo, M.L.1    Sun, Q.2    Liu, Y.3    Schaaf, C.4    Wang, Z.5    Román, M.O.6
  • 10
    • 84878711045 scopus 로고    scopus 로고
    • High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision
    • Dandois, J.P., Ellis, E.C., High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision. Remote Sens. Environ. 136 (2013), 259–276, 10.1016/j.rse.2013.04.005.
    • (2013) Remote Sens. Environ. , vol.136 , pp. 259-276
    • Dandois, J.P.1    Ellis, E.C.2
  • 11
    • 70349973872 scopus 로고    scopus 로고
    • Influence of heterogeneous landscapes on computed green-up dates based on daily AVHRR NDVI observations
    • Doktor, D., Bondeau, A., Koslowski, D., Badeck, F.-W., Influence of heterogeneous landscapes on computed green-up dates based on daily AVHRR NDVI observations. Remote Sens. Environ. 113 (2009), 2618–2632, 10.1016/j.rse.2009.07.020.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 2618-2632
    • Doktor, D.1    Bondeau, A.2    Koslowski, D.3    Badeck, F.-W.4
  • 13
    • 78650022350 scopus 로고    scopus 로고
    • Evidence of increased net ecosystem productivity associated with a longer vegetated season in a deciduous forest in south-central Indiana, USA
    • Dragoni, D., Schmid, H.P., Wayson, C.A., Potter, H., Grimmond, C.S.B., Randolph, J.C., Evidence of increased net ecosystem productivity associated with a longer vegetated season in a deciduous forest in south-central Indiana, USA. Glob. Change Biol. 17 (2011), 886–897, 10.1111/j.1365-2486.2010.02281.x.
    • (2011) Glob. Change Biol. , vol.17 , pp. 886-897
    • Dragoni, D.1    Schmid, H.P.2    Wayson, C.A.3    Potter, H.4    Grimmond, C.S.B.5    Randolph, J.C.6
  • 14
    • 85101445097 scopus 로고    scopus 로고
    • Applied Regression Analysis
    • 3rd ed. John Wiley & Sons New York
    • Draper, N.R., Smith, H., Applied Regression Analysis. 3rd ed., 1998, John Wiley & Sons, New York.
    • (1998)
    • Draper, N.R.1    Smith, H.2
  • 15
    • 84855856944 scopus 로고    scopus 로고
    • Landscape controls on the timing of spring, autumn, and growing season length in mid-Atlantic forests
    • Elmore, A.J., Guinn, S.M., Minsley, B.J., Richardson, A.D., Landscape controls on the timing of spring, autumn, and growing season length in mid-Atlantic forests. Glob. Change Biol. 18 (2012), 656–674, 10.1111/j.1365-2486.2011.02521.x.
    • (2012) Glob. Change Biol. , vol.18 , pp. 656-674
    • Elmore, A.J.1    Guinn, S.M.2    Minsley, B.J.3    Richardson, A.D.4
  • 16
    • 34250642381 scopus 로고    scopus 로고
    • Cross-scalar satellite phenology from ground, Landsat, and MODIS data
    • Fisher, J.I., Mustard, J.F., Cross-scalar satellite phenology from ground, Landsat, and MODIS data. Remote Sens. Environ. 109 (2007), 261–273, 10.1016/j.rse.2007.01.004.
    • (2007) Remote Sens. Environ. , vol.109 , pp. 261-273
    • Fisher, J.I.1    Mustard, J.F.2
  • 17
    • 30544439121 scopus 로고    scopus 로고
    • Green leaf phenology at Landsat resolution: scaling from the field to the satellite
    • Fisher, J., Mustard, J., Vadeboncoeur, M., Green leaf phenology at Landsat resolution: scaling from the field to the satellite. Remote Sens. Environ. 100 (2006), 265–279, 10.1016/j.rse.2005.10.022.
    • (2006) Remote Sens. Environ. , vol.100 , pp. 265-279
    • Fisher, J.1    Mustard, J.2    Vadeboncoeur, M.3
  • 18
    • 84947474868 scopus 로고    scopus 로고
    • 3D tree dimensionality assessment using photogrammetry and small unmanned aerial vehicles
    • Gatziolis, D., Lienard, J.F., Vogs, A., Strigul, N.S., 3D tree dimensionality assessment using photogrammetry and small unmanned aerial vehicles. PLoS One, 10, 2015, e0137765, 10.1371/journal.pone.0137765.
    • (2015) PLoS One , vol.10 , pp. e0137765
    • Gatziolis, D.1    Lienard, J.F.2    Vogs, A.3    Strigul, N.S.4
  • 19
    • 0036846393 scopus 로고    scopus 로고
    • Overview of the radiometric and biophysical performance of the MODIS vegetation indices
    • Huete, A., Didan, K., Miura, T., Rodriguez, E.P., Gao, X., Ferreira, L.G., Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens. Environ. 83 (2002), 195–213, 10.1016/S0034-4257(02)00096-2.
    • (2002) Remote Sens. Environ. , vol.83 , pp. 195-213
    • Huete, A.1    Didan, K.2    Miura, T.3    Rodriguez, E.P.4    Gao, X.5    Ferreira, L.G.6
  • 20
    • 84855434315 scopus 로고    scopus 로고
    • Linking near-surface and satellite remote sensing measurements of deciduous broadleaf forest phenology
    • Hufkens, K., Friedl, M., Sonnentag, O., Braswell, B.H., Milliman, T., Richardson, A.D., Linking near-surface and satellite remote sensing measurements of deciduous broadleaf forest phenology. Remote Sens. Environ. 117 (2012), 307–321, 10.1016/j.rse.2011.10.006.
    • (2012) Remote Sens. Environ. , vol.117 , pp. 307-321
    • Hufkens, K.1    Friedl, M.2    Sonnentag, O.3    Braswell, B.H.4    Milliman, T.5    Richardson, A.D.6
  • 22
    • 0001422509 scopus 로고
    • Scaling processes and problems
    • Jarvis, P.G., Scaling processes and problems. Plant Cell Environ. 18 (1995), 1079–1089, 10.1111/j.1365-3040.1995.tb00620.x.
    • (1995) Plant Cell Environ. , vol.18 , pp. 1079-1089
    • Jarvis, P.G.1
  • 26
    • 77958083020 scopus 로고    scopus 로고
    • Validating satellite phenology through intensive ground observation and landscape scaling in a mixed seasonal forest
    • Liang, L., Schwartz, M.D., Fei, S., Validating satellite phenology through intensive ground observation and landscape scaling in a mixed seasonal forest. Remote Sens. Environ. 115 (2011), 143–157, 10.1016/j.rse.2010.08.013.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 143-157
    • Liang, L.1    Schwartz, M.D.2    Fei, S.3
  • 27
    • 84957594126 scopus 로고    scopus 로고
    • Discrimination of deciduous tree species from time series of unmanned aerial system imagery
    • Lisein, J., Michez, A., Claessens, H., Lejeune, P., Discrimination of deciduous tree species from time series of unmanned aerial system imagery. PLoS One, 10, 2015, e0141006, 10.1371/journal.pone.0141006.
    • (2015) PLoS One , vol.10 , pp. e0141006
    • Lisein, J.1    Michez, A.2    Claessens, H.3    Lejeune, P.4
  • 28
    • 84894272759 scopus 로고    scopus 로고
    • Using an Unmanned Aerial Vehicle (UAV) to capture micro-topography of Antarctic moss beds
    • Lucieer, A., Turner, D., King, D.H., Robinson, S.A., Using an Unmanned Aerial Vehicle (UAV) to capture micro-topography of Antarctic moss beds. Int. J. Appl. Earth Obs. Geoinf. 27 (2014), 53–62, 10.1016/j.jag.2013.05.011.
    • (2014) Int. J. Appl. Earth Obs. Geoinf. , vol.27 , pp. 53-62
    • Lucieer, A.1    Turner, D.2    King, D.H.3    Robinson, S.A.4
  • 29
    • 67649532624 scopus 로고    scopus 로고
    • Mechanistic scaling of ecosystem function and dynamics in space and time: ecosystem demography model version 2
    • Medvigy, D., Wofsy, S.C., Munger, J.W., Hollinger, D.Y., Moorcroft, P.R., Mechanistic scaling of ecosystem function and dynamics in space and time: ecosystem demography model version 2. J. Geophys. Res., 114, 2009, G01002, 10.1029/2008JG000812.
    • (2009) J. Geophys. Res. , vol.114 , pp. G01002
    • Medvigy, D.1    Wofsy, S.C.2    Munger, J.W.3    Hollinger, D.Y.4    Moorcroft, P.R.5
  • 30
    • 84873743206 scopus 로고    scopus 로고
    • Detecting interannual variation in deciduous broadleaf forest phenology using Landsat TM/ETM+ data
    • Melaas, E.K., Friedl, M.A., Zhu, Z., Detecting interannual variation in deciduous broadleaf forest phenology using Landsat TM/ETM+ data. Remote Sens. Environ. 132 (2013), 176–185, 10.1016/j.rse.2013.01.011.
    • (2013) Remote Sens. Environ. , vol.132 , pp. 176-185
    • Melaas, E.K.1    Friedl, M.A.2    Zhu, Z.3
  • 32
    • 42249090568 scopus 로고    scopus 로고
    • Global warming and flowering times in Thoreau's Concord: a community perspective
    • Miller-Rushing, A., Primack, R., Global warming and flowering times in Thoreau's Concord: a community perspective. Ecology 89 (2008), 332–341, 10.1890/07-0068.1.
    • (2008) Ecology , vol.89 , pp. 332-341
    • Miller-Rushing, A.1    Primack, R.2
  • 34
    • 84859863762 scopus 로고    scopus 로고
    • Terrestrial ecosystems from space: a review of earth observation products for macroecology applications
    • Pfeifer, M., Disney, M., Quaife, T., Marchant, R., Terrestrial ecosystems from space: a review of earth observation products for macroecology applications. Glob. Ecol. Biogeogr. 21 (2012), 603–624, 10.1111/j.1466-8238.2011.00712.x.
    • (2012) Glob. Ecol. Biogeogr. , vol.21 , pp. 603-624
    • Pfeifer, M.1    Disney, M.2    Quaife, T.3    Marchant, R.4
  • 35
    • 80051599944 scopus 로고    scopus 로고
    • Leaf-out phenology of temperate woody plants: from trees to ecosystems
    • Polgar, C.A., Primack, R.B., Leaf-out phenology of temperate woody plants: from trees to ecosystems. New Phytol. 191 (2011), 926–941, 10.1111/j.1469-8137.2011.03803.x.
    • (2011) New Phytol. , vol.191 , pp. 926-941
    • Polgar, C.A.1    Primack, R.B.2
  • 36
    • 84883551298 scopus 로고    scopus 로고
    • Microclimatic challenges in global change biology
    • Potter, K.A., Arthur Woods, H., Pincebourde, S., Microclimatic challenges in global change biology. Glob. Change Biol. 19 (2013), 2932–2939, 10.1111/gcb.12257.
    • (2013) Glob. Change Biol. , vol.19 , pp. 2932-2939
    • Potter, K.A.1    Arthur Woods, H.2    Pincebourde, S.3
  • 37
    • 0026564034 scopus 로고
    • Aggregating fine-Scale ecological knowledge to model coarser-scale attributes of ecosystems
    • Rastetter, E.B., King, A.W., Cosby, B.J., Hornberger, G.M., O'Neill, R.V., Hobbie, J.E., Aggregating fine-Scale ecological knowledge to model coarser-scale attributes of ecosystems. Ecol. Appl. 2 (1992), 55–70, 10.2307/1941889.
    • (1992) Ecol. Appl. , vol.2 , pp. 55-70
    • Rastetter, E.B.1    King, A.W.2    Cosby, B.J.3    Hornberger, G.M.4    O'Neill, R.V.5    Hobbie, J.E.6
  • 38
    • 84892215961 scopus 로고    scopus 로고
    • Phenological differences between understory and overstory
    • A. Noormets Springer
    • Richardson, A.D., O'Keefe, J., Phenological differences between understory and overstory. Noormets, A., (eds.) Phenology of Ecosystem Processes, 2009, Springer, 87–117.
    • (2009) Phenology of Ecosystem Processes , pp. 87-117
    • Richardson, A.D.1    O'Keefe, J.2
  • 39
    • 34248221556 scopus 로고    scopus 로고
    • Use of digital webcam images to track spring green-up in a deciduous broadleaf forest
    • Richardson, A.D., Jenkins, J.P., Braswell, B.H., Hollinger, D.Y., Ollinger, S.V., Smith, M.-L., Use of digital webcam images to track spring green-up in a deciduous broadleaf forest. Oecologia 152 (2007), 323–334, 10.1007/s00442-006-0657-z.
    • (2007) Oecologia , vol.152 , pp. 323-334
    • Richardson, A.D.1    Jenkins, J.P.2    Braswell, B.H.3    Hollinger, D.Y.4    Ollinger, S.V.5    Smith, M.-L.6
  • 40
    • 69449089117 scopus 로고    scopus 로고
    • Near-surface remote sensing of spatial and temporal variation in canopy phenology
    • Richardson, A.D., Braswell, B.H., Hollinger, D.Y., Jenkins, J.P., Ollinger, S.V., Near-surface remote sensing of spatial and temporal variation in canopy phenology. Ecol. Appl. 19 (2009), 1417–1428, 10.1890/08-2022.1.
    • (2009) Ecol. Appl. , vol.19 , pp. 1417-1428
    • Richardson, A.D.1    Braswell, B.H.2    Hollinger, D.Y.3    Jenkins, J.P.4    Ollinger, S.V.5
  • 42
    • 84869873408 scopus 로고    scopus 로고
    • Climate change, phenology, and phenological control of vegetation feedbacks to the climate system
    • Richardson, A.D., Keenan, T.F., Migliavacca, M., Ryu, Y., Sonnentag, O., Toomey, M., Climate change, phenology, and phenological control of vegetation feedbacks to the climate system. Agric. For. Meteorol. 169 (2013), 156–173, 10.1016/j.agrformet.2012.09.012.
    • (2013) Agric. For. Meteorol. , vol.169 , pp. 156-173
    • Richardson, A.D.1    Keenan, T.F.2    Migliavacca, M.3    Ryu, Y.4    Sonnentag, O.5    Toomey, M.6
  • 46
    • 33645841632 scopus 로고    scopus 로고
    • Onset of spring starting earlier across the Northern Hemisphere
    • Schwartz, M.D., Ahas, R., Aasa, A., Onset of spring starting earlier across the Northern Hemisphere. Glob. Change Biol. 12 (2006), 343–351, 10.1111/j.1365-2486.2005.01097.x.
    • (2006) Glob. Change Biol. , vol.12 , pp. 343-351
    • Schwartz, M.D.1    Ahas, R.2    Aasa, A.3
  • 49
    • 84880141022 scopus 로고    scopus 로고
    • Putting the landscape into the genomics of trees: approaches for understanding local adaptation and population responses to changing climate
    • Sork, V.L., Aitken, S.N., Dyer, R.J., Eckert, A.J., Legendre, P., Neale, D.B., Putting the landscape into the genomics of trees: approaches for understanding local adaptation and population responses to changing climate. Tree Genet. Genomes 9 (2013), 901–911, 10.1007/s11295-013-0596-x.
    • (2013) Tree Genet. Genomes , vol.9 , pp. 901-911
    • Sork, V.L.1    Aitken, S.N.2    Dyer, R.J.3    Eckert, A.J.4    Legendre, P.5    Neale, D.B.6
  • 50
    • 70350028353 scopus 로고    scopus 로고
    • Upscaling as ecological information transfer: a simple framework with application to Arctic ecosystem carbon exchange
    • Stoy, P.C., Williams, M., Disney, M., Prieto-Blanco, A., Huntley, B., Baxter, R., Lewis, P., Upscaling as ecological information transfer: a simple framework with application to Arctic ecosystem carbon exchange. Landsc. Ecol. 24 (2009), 971–986, 10.1007/s10980-009-9367-3.
    • (2009) Landsc. Ecol. , vol.24 , pp. 971-986
    • Stoy, P.C.1    Williams, M.2    Disney, M.3    Prieto-Blanco, A.4    Huntley, B.5    Baxter, R.6    Lewis, P.7
  • 52
    • 84960369322 scopus 로고    scopus 로고
    • Vegetation baseline phenology from kilometric global LAI satellite products
    • Verger, A., Filella, I., Baret, F., Peñuelas, J., Vegetation baseline phenology from kilometric global LAI satellite products. Remote Sens. Environ. 178 (2016), 1–14, 10.1016/j.rse.2016.02.057.
    • (2016) Remote Sens. Environ. , vol.178 , pp. 1-14
    • Verger, A.1    Filella, I.2    Baret, F.3    Peñuelas, J.4
  • 53
    • 59349099422 scopus 로고    scopus 로고
    • Leaf phenology sensitivity to temperature in European trees: do within-species populations exhibit similar responses?
    • Vitasse, Y., Delzon, S., Dufrêne, E., Pontailler, J.-Y., Louvet, J.-M., Kremer, A., Michalet, R., Leaf phenology sensitivity to temperature in European trees: do within-species populations exhibit similar responses?. Agric. For. Meteorol. 149 (2009), 735–744, 10.1016/j.agrformet.2008.10.019.
    • (2009) Agric. For. Meteorol. , vol.149 , pp. 735-744
    • Vitasse, Y.1    Delzon, S.2    Dufrêne, E.3    Pontailler, J.-Y.4    Louvet, J.-M.5    Kremer, A.6    Michalet, R.7
  • 56
    • 0023163644 scopus 로고
    • The factor of scale in remote sensing
    • Woodcock, C.E., Strahler, A.H., The factor of scale in remote sensing. Remote Sens. Environ. 21 (1987), 311–332, 10.1016/0034-4257(87)90015-0.
    • (1987) Remote Sens. Environ. , vol.21 , pp. 311-332
    • Woodcock, C.E.1    Strahler, A.H.2
  • 57
    • 84898907820 scopus 로고    scopus 로고
    • Beyond leaf color: comparing camera-based phenological metrics with leaf biochemical, biophysical and spectral properties throughout the growing season of a temperate deciduous forest
    • Yang, X., Tang, J., Mustard, J., Beyond leaf color: comparing camera-based phenological metrics with leaf biochemical, biophysical and spectral properties throughout the growing season of a temperate deciduous forest. J. Geophys. Res. Biogeosci. 119 (2014), 181–191, 10.1002/2013JG002460.
    • (2014) J. Geophys. Res. Biogeosci. , vol.119 , pp. 181-191
    • Yang, X.1    Tang, J.2    Mustard, J.3
  • 59
    • 34848843503 scopus 로고    scopus 로고
    • Global vegetation phenology from Moderate Resolution Imaging Spectroradiometer (MODIS): evaluation of global patterns and comparison with in situ measurements
    • Zhang, X., Friedl, M.A., Schaaf, C.B., Global vegetation phenology from Moderate Resolution Imaging Spectroradiometer (MODIS): evaluation of global patterns and comparison with in situ measurements. J. Geophys. Res. Biogeosci., 111, 2006, 10.1029/2006JG000217.
    • (2006) J. Geophys. Res. Biogeosci. , vol.111
    • Zhang, X.1    Friedl, M.A.2    Schaaf, C.B.3


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