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Volumn 9, Issue 5, 2017, Pages

Estimation and mapping of winter oilseed rape LAI from high spatial resolution satellite data based on a hybrid method

Author keywords

High spatial resolution; K near neighbor; Leaf area index; Random forest; Spectral vegetation index; Winter oilseed rape

Indexed keywords

CROPS; DECISION TREES; IMAGE RESOLUTION; LEARNING ALGORITHMS; MAPPING; NEAREST NEIGHBOR SEARCH; OILSEEDS; PLANTS (BOTANY); REMOTE SENSING; SATELLITE IMAGERY; SATELLITES; VEGETATION;

EID: 85019964407     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs9050488     Document Type: Article
Times cited : (53)

References (60)
  • 2
    • 0027069057 scopus 로고
    • Defining leaf-area index for non-flat leaves
    • Chen, J.M.; Black, T.A. Defining leaf-area index for non-flat leaves. Plant Cell Environ. 1992, 15, 421-429.
    • (1992) Plant Cell Environ , vol.15 , pp. 421-429
    • Chen, J.M.1    Black, T.A.2
  • 3
    • 84937885945 scopus 로고    scopus 로고
    • Mapping forest leaf area index using reflectance and textural information derived from WorldView-2 imagery in a mixed natural forest area in Florida, US
    • Pu, R.L.; Cheng, J. Mapping forest leaf area index using reflectance and textural information derived from WorldView-2 imagery in a mixed natural forest area in Florida, US. Int. J. Appl. Earth Obs. Geoinf. 2015, 42, 11-23.
    • (2015) Int. J. Appl. Earth Obs. Geoinf , vol.42 , pp. 11-23
    • Pu, R.L.1    Cheng, J.2
  • 4
    • 84960365036 scopus 로고    scopus 로고
    • The sensitivity of models of gross primary productivity to meteorological and leaf area forcing: A comparison between a penman-monteith ecophysiological approach and the MODIS light-use efficiency algorithm
    • Alton, P.B. The sensitivity of models of gross primary productivity to meteorological and leaf area forcing: A comparison between a penman-monteith ecophysiological approach and the MODIS light-use efficiency algorithm. Agric. For. Meteorol. 2016, 218, 11-24.
    • (2016) Agric. For. Meteorol , vol.218 , pp. 11-24
    • Alton, P.B.1
  • 8
    • 0033215503 scopus 로고    scopus 로고
    • Direct and indirect estimation of leaf area index, fAPAR, and net primary production of terrestrial ecosystems
    • Gower, S.T.; Kucharik, C.J.; Norman, J.M. Direct and indirect estimation of leaf area index, fAPAR, and net primary production of terrestrial ecosystems. Remote Sens. Environ. 1999, 70, 29-51.
    • (1999) Remote Sens. Environ , vol.70 , pp. 29-51
    • Gower, S.T.1    Kucharik, C.J.2    Norman, J.M.3
  • 9
    • 84957642757 scopus 로고    scopus 로고
    • Assessment of multi-resolution image data for mangrove leaf area index mapping
    • Kamal, M.; Phinn, S.; Johansen, K. Assessment of multi-resolution image data for mangrove leaf area index mapping. Remote Sens. Environ. 2016, 176, 242-254.
    • (2016) Remote Sens. Environ , vol.176 , pp. 242-254
    • Kamal, M.1    Phinn, S.2    Johansen, K.3
  • 13
    • 33845637951 scopus 로고    scopus 로고
    • Combining vegetation index and model inversion methods for the extraction of key vegetation biophysical parameters using Terra and Aqua MODIS reflectance data
    • Houborg, R.; Soegaard, H.; Boegh, E. Combining vegetation index and model inversion methods for the extraction of key vegetation biophysical parameters using Terra and Aqua MODIS reflectance data. Remote Sens. Environ. 2007, 106, 39-58.
    • (2007) Remote Sens. Environ , vol.106 , pp. 39-58
    • Houborg, R.1    Soegaard, H.2    Boegh, E.3
  • 14
    • 0034478693 scopus 로고    scopus 로고
    • Comparison of four radiative transfer models to simulate plant canopies reflectance: Direct and inverse mode
    • Jacquemoud, S.; Bacour, C.; Poilve, H.; Frangi, J.P. Comparison of four radiative transfer models to simulate plant canopies reflectance: Direct and inverse mode. Remote Sens. Environ. 2000, 74, 471-481.
    • (2000) Remote Sens. Environ , vol.74 , pp. 471-481
    • Jacquemoud, S.1    Bacour, C.2    Poilve, H.3    Frangi, J.P.4
  • 15
    • 84890429423 scopus 로고    scopus 로고
    • Optimizing LUT-based RTM inversion for semiautomatic mapping of crop biophysical parameters from Sentinel-2 and-3 data: Role of cost functions
    • Verrelst, J.; Rivera, J.P.; Leonenko, G.; Alonso, L.; Moreno, J. Optimizing LUT-based RTM inversion for semiautomatic mapping of crop biophysical parameters from Sentinel-2 and-3 data: Role of cost functions. IEEE Trans. Geosci. Remote Sens. 2014, 52, 257-269.
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , pp. 257-269
    • Verrelst, J.1    Rivera, J.P.2    Leonenko, G.3    Alonso, L.4    Moreno, J.5
  • 17
    • 78650885439 scopus 로고    scopus 로고
    • Optimal modalities for radiative transfer-neural network estimation of canopy biophysical characteristics: Evaluation over an agricultural area with CHRIS/PROBA observations
    • Verger, A.; Baret, F.; Camacho, F. Optimal modalities for radiative transfer-neural network estimation of canopy biophysical characteristics: Evaluation over an agricultural area with CHRIS/PROBA observations. Remote Sens. Environ. 2011, 115, 415-426.
    • (2011) Remote Sens. Environ , vol.115 , pp. 415-426
    • Verger, A.1    Baret, F.2    Camacho, F.3
  • 18
    • 33751337343 scopus 로고    scopus 로고
    • Neural network estimation of LAI, fAPAR, fCover and LAIxC(ab), from top of canopy MERIS reflectance data: Principles and validation
    • Bacour, C.; Baret, F.; Beal, D.; Weiss, M.; Pavageau, K. Neural network estimation of LAI, fAPAR, fCover and LAIxC(ab), from top of canopy MERIS reflectance data: Principles and validation. Remote Sens. Environ. 2006, 105, 313-325.
    • (2006) Remote Sens. Environ , vol.105 , pp. 313-325
    • Bacour, C.1    Baret, F.2    Beal, D.3    Weiss, M.4    Pavageau, K.5
  • 19
    • 4544266860 scopus 로고    scopus 로고
    • Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models
    • Atzberger, C. Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models. Remote Sens. Environ. 2004, 93, 53-67.
    • (2004) Remote Sens. Environ , vol.93 , pp. 53-67
    • Atzberger, C.1
  • 21
    • 78651433715 scopus 로고    scopus 로고
    • Retrieving wheat green area index during the growing season from optical time series measurements based on neural network radiative transfer inversion
    • Duveiller, G.; Weiss, M.; Baret, F.; Defourny, P. Retrieving wheat green area index during the growing season from optical time series measurements based on neural network radiative transfer inversion. Remote Sens. Environ. 2011, 115, 887-896.
    • (2011) Remote Sens. Environ , vol.115 , pp. 887-896
    • Duveiller, G.1    Weiss, M.2    Baret, F.3    Defourny, P.4
  • 22
    • 81555196440 scopus 로고    scopus 로고
    • Mapping grassland leaf area index with airborne hyperspectral imagery: A comparison study of statistical approaches and inversion of radiative transfer models
    • Darvishzadeh, R.; Atzberger, C.; Skidmore, A.; Schlerf, M. Mapping grassland leaf area index with airborne hyperspectral imagery: A comparison study of statistical approaches and inversion of radiative transfer models. ISPRS J. Photogramm. Remote Sens. 2011, 66, 894-906.
    • (2011) ISPRS J. Photogramm. Remote Sens , vol.66 , pp. 894-906
    • Darvishzadeh, R.1    Atzberger, C.2    Skidmore, A.3    Schlerf, M.4
  • 23
    • 77958465081 scopus 로고    scopus 로고
    • Applying different inversion techniques to retrieve stand variables of summer barley with PROSPECT plus SAIL
    • Vohland, M.; Mader, S.; Dorigo, W. Applying different inversion techniques to retrieve stand variables of summer barley with PROSPECT plus SAIL. Int. J. Appl. Earth Obs. Geoinf. 2010, 12, 71-80.
    • (2010) Int. J. Appl. Earth Obs. Geoinf , vol.12 , pp. 71-80
    • Vohland, M.1    Mader, S.2    Dorigo, W.3
  • 24
    • 0034106848 scopus 로고    scopus 로고
    • Investigation of a model inversion technique to estimate canopy biophysical variables from spectral and directional reflectance data
    • Weiss, M.; Baret, F.; Myneni, R.B.; Pragnere, A.; Knyazikhin, Y. Investigation of a model inversion technique to estimate canopy biophysical variables from spectral and directional reflectance data. Agronomie 2000, 20, 3-22.
    • (2000) Agronomie , vol.20 , pp. 3-22
    • Weiss, M.1    Baret, F.2    Myneni, R.B.3    Pragnere, A.4    Knyazikhin, Y.5
  • 25
    • 0021644260 scopus 로고
    • Light-scattering by leaf layers with application to canopy reflectance modeling-The SAIL model
    • Verhoef, W. Light-scattering by leaf layers with application to canopy reflectance modeling-The SAIL model. Remote Sens. Environ. 1984, 16, 125-141.
    • (1984) Remote Sens. Environ , vol.16 , pp. 125-141
    • Verhoef, W.1
  • 26
    • 44949287707 scopus 로고
    • PROSPECT-A model of leaf optical-properties spectra
    • Jacquemoud, S.; Baret, F. PROSPECT-A model of leaf optical-properties spectra. Remote Sens. Environ. 1990, 34, 75-91.
    • (1990) Remote Sens. Environ , vol.34 , pp. 75-91
    • Jacquemoud, S.1    Baret, F.2
  • 27
    • 0031228124 scopus 로고    scopus 로고
    • Opportunities and limitations for image-based remote sensing in precision crop management
    • Moran, M.S.; Inoue, Y.; Barnes, E.M. Opportunities and limitations for image-based remote sensing in precision crop management. Remote Sens. Environ. 1997, 61, 319-346.
    • (1997) Remote Sens. Environ , vol.61 , pp. 319-346
    • Moran, M.S.1    Inoue, Y.2    Barnes, E.M.3
  • 28
    • 84904462848 scopus 로고    scopus 로고
    • Retrieval of wheat leaf area index from AWIFS multispectral data using canopy radiative transfer simulation
    • Nigam, R.; Bhattacharya, B.K.; Vyas, S.; Oza, M.P. Retrieval of wheat leaf area index from AWIFS multispectral data using canopy radiative transfer simulation. Int. J. Appl. Earth Obs. Geoinf. 2014, 32, 173-185.
    • (2014) Int. J. Appl. Earth Obs. Geoinf , vol.32 , pp. 173-185
    • Nigam, R.1    Bhattacharya, B.K.2    Vyas, S.3    Oza, M.P.4
  • 29
    • 84897827083 scopus 로고    scopus 로고
    • Inversion of the PROSAIL model to estimate leaf area index of maize, potato, and sunflower fields from unmanned aerial vehicle hyperspectral data
    • Duan, S.B.; Li, Z.L.; Wu, H.; Tang, B.H.; Ma, L.L.; Zhao, E.Y.; Li, C.R. Inversion of the PROSAIL model to estimate leaf area index of maize, potato, and sunflower fields from unmanned aerial vehicle hyperspectral data. Int. J. Appl. Earth Obs. Geoinf. 2014, 26, 12-20.
    • (2014) Int. J. Appl. Earth Obs. Geoinf , vol.26 , pp. 12-20
    • Duan, S.B.1    Li, Z.L.2    Wu, H.3    Tang, B.H.4    Ma, L.L.5    Zhao, E.Y.6    Li, C.R.7
  • 30
    • 84864766813 scopus 로고    scopus 로고
    • Inversion of a radiative transfer model for estimation of rice canopy chlorophyll content using a Lookup-Table approach
    • Darvishzadeh, R.; Matkan, A.A.; Ahangar, A.D. Inversion of a radiative transfer model for estimation of rice canopy chlorophyll content using a Lookup-Table approach. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2012, 5, 1222-1230.
    • (2012) IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens , vol.5 , pp. 1222-1230
    • Darvishzadeh, R.1    Matkan, A.A.2    Ahangar, A.D.3
  • 31
    • 84960862039 scopus 로고    scopus 로고
    • Comparative evaluation of inversion approaches of the radiative transfer model for estimation of crop biophysical parameters
    • Mridha, N.; Sahoo, R.N.; Sehgal, V.K.; Krishna, G.; Pargal, S.; Pradhan, S.; Gupta, V.K.; Kumar, D.N. Comparative evaluation of inversion approaches of the radiative transfer model for estimation of crop biophysical parameters. Int. Agrophys. 2015, 29, 201-212.
    • (2015) Int. Agrophys , vol.29 , pp. 201-212
    • Mridha, N.1    Sahoo, R.N.2    Sehgal, V.K.3    Krishna, G.4    Pargal, S.5    Pradhan, S.6    Gupta, V.K.7    Kumar, D.N.8
  • 33
    • 34249781732 scopus 로고    scopus 로고
    • Unified optical-thermal four-stream radiative transfer theory for homogeneous vegetation canopies
    • Verhoef, W.; Jia, L.; Xiao, Q.; Su, Z. Unified optical-thermal four-stream radiative transfer theory for homogeneous vegetation canopies. IEEE Trans. Geosci. Remote Sens. 2007, 45, 1808-1822.
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , pp. 1808-1822
    • Verhoef, W.1    Jia, L.2    Xiao, Q.3    Su, Z.4
  • 34
    • 84971618277 scopus 로고    scopus 로고
    • Empirical prediction of leaf area index (LAI) of endangered tree species in intact and fragmented indigenous forests ecosystems usingWorldView-2 data and two robust machine learning algorithms
    • Omer, G.; Mutanga, O.; Abdel-Rahman, E.M.; Adam, E. Empirical prediction of leaf area index (LAI) of endangered tree species in intact and fragmented indigenous forests ecosystems usingWorldView-2 data and two robust machine learning algorithms. Remote Sens. 2016, 8, 324.
    • (2016) Remote Sens , vol.8 , pp. 324
    • Omer, G.1    Mutanga, O.2    Abdel-Rahman, E.M.3    Adam, E.4
  • 35
    • 85014907764 scopus 로고    scopus 로고
    • Quantification winter wheat LAI with HJ-1CCD image features over multiple growing seasons
    • Li, X.C.; Zhang, Y.J.; Luo, J.H.; Jin, X.L.; Xu, Y.; Yang, W.Z. Quantification winter wheat LAI with HJ-1CCD image features over multiple growing seasons. Int. J. Appl. Earth Obs. Geoinf. 2016, 44, 104-112.
    • (2016) Int. J. Appl. Earth Obs. Geoinf , vol.44 , pp. 104-112
    • Li, X.C.1    Zhang, Y.J.2    Luo, J.H.3    Jin, X.L.4    Xu, Y.5    Yang, W.Z.6
  • 36
    • 0034814349 scopus 로고    scopus 로고
    • Estimation and mapping of forest stand density, volume, and cover type using the k-nearest neighbors method
    • Franco-Lopez, H.; Ek, A.R.; Bauer, M.E. Estimation and mapping of forest stand density, volume, and cover type using the k-nearest neighbors method. Remote Sens. Environ. 2001, 77, 251-274.
    • (2001) Remote Sens. Environ , vol.77 , pp. 251-274
    • Franco-Lopez, H.1    Ek, A.R.2    Bauer, M.E.3
  • 37
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Mach. Learn. 2001, 45, 5-32.
    • (2001) Mach. Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 38
    • 33645330972 scopus 로고    scopus 로고
    • Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
    • Prasad, A.M.; Iverson, L.R.; Liaw, A. Newer classification and regression tree techniques: Bagging and random forests for ecological prediction. Ecosystems 2006, 9, 181-199.
    • (2006) Ecosystems , vol.9 , pp. 181-199
    • Prasad, A.M.1    Iverson, L.R.2    Liaw, A.3
  • 39
    • 79953029215 scopus 로고    scopus 로고
    • Application of a Random Forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy
    • Vincenzi, S.; Zucchetta, M.; Franzoi, P.; Pellizzato, M.; Pranovi, F.; Leo, G.A.D.; Torricelli, P. Application of a Random Forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy. Ecol. Model. 2015, 222, 1471-1478.
    • (2015) Ecol. Model , vol.222 , pp. 1471-1478
    • Vincenzi, S.1    Zucchetta, M.2    Franzoi, P.3    Pellizzato, M.4    Pranovi, F.5    Leo, G.A.D.6    Torricelli, P.7
  • 40
    • 75349103549 scopus 로고    scopus 로고
    • A comparison of regression tree ensembles: predicting Sirex noctilio induced water stress in Pinus patula forests of Kwazulu-Natal, South Africa
    • Ismail, R.; Mutanga, O.; Woldai, T.; Annegarn, H. A comparison of regression tree ensembles: predicting Sirex noctilio induced water stress in Pinus patula forests of Kwazulu-Natal, South Africa. Int. J. Appl. Earth Obs. Geoinf. 2010, 12, S45-S51.
    • (2010) Int. J. Appl. Earth Obs. Geoinf , vol.12 , pp. S45-S51
    • Ismail, R.1    Mutanga, O.2    Woldai, T.3    Annegarn, H.4
  • 41
    • 84864512878 scopus 로고    scopus 로고
    • High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm
    • Mutanga, O.; Adam, E.; Cho, M.A. High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm. Int. J. Appl. Earth Obs. Geoinf. 2012, 18, 399-406.
    • (2012) Int. J. Appl. Earth Obs. Geoinf , vol.18 , pp. 399-406
    • Mutanga, O.1    Adam, E.2    Cho, M.A.3
  • 42
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon, I.; Elisseeff, A. An introduction to variable and feature selection. J. Mach. Learn Res. 2003, 3, 1157-1182.
    • (2003) J. Mach. Learn Res , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 43
    • 0000043946 scopus 로고
    • Derivation of leaf area index from quality of light on forest floor
    • Jordan, C.F. Derivation of leaf area index from quality of light on forest floor. Ecology 1969, 50, 663-666.
    • (1969) Ecology , vol.50 , pp. 663-666
    • Jordan, C.F.1
  • 45
    • 0022268748 scopus 로고
    • Spectral response of a plant canopy with different soil backgrounds
    • Huete, A.R.; Jackson, R.D.; Post, D.F. Spectral response of a plant canopy with different soil backgrounds. Remote Sens. Environ. 1985, 17, 37-53.
    • (1985) Remote Sens. Environ , vol.17 , pp. 37-53
    • Huete, A.R.1    Jackson, R.D.2    Post, D.F.3
  • 46
    • 0024165401 scopus 로고
    • A soil-adjusted vegetation index (SAVI)
    • Huete, A.R. A soil-adjusted vegetation index (SAVI). Remote Sens. Environ. 1988, 25, 295-309.
    • (1988) Remote Sens. Environ , vol.25 , pp. 295-309
    • Huete, A.R.1
  • 47
    • 0042382986 scopus 로고    scopus 로고
    • Estimation of forest leaf area index using vegetation indices derived from hyperion hyperspectral data
    • Gong, P.; Pu, R.; Biging, G.S.; Larrieu, M.R. Estimation of forest leaf area index using vegetation indices derived from hyperion hyperspectral data. IEEE Trans. Geosci. Remote Sens. 2003, 41, 1355-1362.
    • (2003) IEEE Trans. Geosci. Remote Sens , vol.41 , pp. 1355-1362
    • Gong, P.1    Pu, R.2    Biging, G.S.3    Larrieu, M.R.4
  • 48
    • 0030231725 scopus 로고    scopus 로고
    • Evaluation of vegetation indices and a modified simple ratio for boreal applications
    • Chen, J.M. Evaluation of vegetation indices and a modified simple ratio for boreal applications. Can. J. Remote Sens. 1996, 22, 229-242.
    • (1996) Can. J. Remote Sens , vol.22 , pp. 229-242
    • Chen, J.M.1
  • 49
    • 0026305589 scopus 로고
    • Potentials and limits of vegetation indices for LAI and APAR assessment
    • Baret, F.; Guyot, G. Potentials and limits of vegetation indices for LAI and APAR assessment. Remote Sens. Environ. 1991, 35, 161-173.
    • (1991) Remote Sens. Environ , vol.35 , pp. 161-173
    • Baret, F.1    Guyot, G.2
  • 50
    • 0029275243 scopus 로고
    • A feedback based modification of the NDVI to minimize canopy background and atmospheric noise
    • Liu, H.Q.; Huete, A. A feedback based modification of the NDVI to minimize canopy background and atmospheric noise. IEEE Trans. Geosci. Remote Sens. 1995, 33, 457-465.
    • (1995) IEEE Trans. Geosci. Remote Sens , vol.33 , pp. 457-465
    • Liu, H.Q.1    Huete, A.2
  • 51
    • 0026835285 scopus 로고
    • Atmospherically resistant vegetation index (ARVI) for EOS-MODIS
    • Kaufman, Y.J.; Tanré, D. Atmospherically resistant vegetation index (ARVI) for EOS-MODIS. IEEE Trans. Geosci. Remote Sens. 1992, 30, 261-270.
    • (1992) IEEE Trans. Geosci. Remote Sens , vol.30 , pp. 261-270
    • Kaufman, Y.J.1    Tanré, D.2
  • 52
    • 84896388320 scopus 로고    scopus 로고
    • Sensitivity analysis of vegetation reflectance to biochemical and biophysical variables at leaf, canopy, and regional scales
    • Xiao, Y.; Zhao, W.; Zhou, D.; Gong, H. Sensitivity analysis of vegetation reflectance to biochemical and biophysical variables at leaf, canopy, and regional scales. IEEE Trans. Geosci. Remote Sens. 2014, 52, 4014-4024.
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , pp. 4014-4024
    • Xiao, Y.1    Zhao, W.2    Zhou, D.3    Gong, H.4
  • 53
    • 82055192063 scopus 로고    scopus 로고
    • Assessing viewing and illumination geometry effects on the MODIS vegetation index (MOD13Q1) time series: Implications for monitoring phenology and disturbances in forest communities in Queensland, Australia
    • Bhandari, S.; Phinn, S.; Gill, T. Assessing viewing and illumination geometry effects on the MODIS vegetation index (MOD13Q1) time series: Implications for monitoring phenology and disturbances in forest communities in Queensland, Australia. Int. J. Remote Sens. 2011, 32, 7513-7538.
    • (2011) Int. J. Remote Sens , vol.32 , pp. 7513-7538
    • Bhandari, S.1    Phinn, S.2    Gill, T.3
  • 54
    • 28844472615 scopus 로고    scopus 로고
    • A method to convert AVHRR normalized difference vegetation index time series to a standard viewing and illumination geometry
    • Los, S.O.; North, P.R.J.; Grey, W.M.F.; Barnsley, M.J. A method to convert AVHRR normalized difference vegetation index time series to a standard viewing and illumination geometry. Remote Sens. Environ. 2005, 99, 400-411.
    • (2005) Remote Sens. Environ , vol.99 , pp. 400-411
    • Los, S.O.1    North, P.R.J.2    Grey, W.M.F.3    Barnsley, M.J.4
  • 55
    • 0026278209 scopus 로고
    • Solar zenith angle effects on vegetation indexes in tallgrass prairie
    • Middleton, E.M. Solar zenith angle effects on vegetation indexes in tallgrass prairie. Remote Sens. Environ. 1991, 38, 45-62.
    • (1991) Remote Sens. Environ , vol.38 , pp. 45-62
    • Middleton, E.M.1
  • 56
    • 0036214130 scopus 로고    scopus 로고
    • Derivation and validation of Canada-wide coarse-resolution leaf area index maps using high-resolution satellite imagery and ground measurements
    • Chen, J.M.; Pavlic, G.; Brown, L.; Cihlar, J.; Leblanc, S.G.; White, H.P.; Hall, R.J.; Peddle, D.R.; King, D.J.; Trofymow, J.A.; et al. Derivation and validation of Canada-wide coarse-resolution leaf area index maps using high-resolution satellite imagery and ground measurements. Remote Sens. Environ. 2002, 80, 165-184.
    • (2002) Remote Sens. Environ , vol.80 , pp. 165-184
    • Chen, J.M.1    Pavlic, G.2    Brown, L.3    Cihlar, J.4    Leblanc, S.G.5    White, H.P.6    Hall, R.J.7    Peddle, D.R.8    King, D.J.9    Trofymow, J.A.10
  • 57
    • 27544454198 scopus 로고    scopus 로고
    • New developments in the remote estimation of the fraction of absorbed photosynthetically active radiation in crops
    • Vina, A.; Gitelson, A.A. New developments in the remote estimation of the fraction of absorbed photosynthetically active radiation in crops. Geophys. Res. Lett. 2005, 32.
    • (2005) Geophys. Res. Lett , pp. 32
    • Vina, A.1    Gitelson, A.A.2
  • 60
    • 44649111887 scopus 로고    scopus 로고
    • Assessing the potentialities of FORMOSAT-2 data for water and crop monitoring at small regional scale in south-eastern France
    • Courault, D.; Bsaibes, A.; Kpemlie, E.; Hadria, R.; Hagolle, O.; Marloie, O.; Hanocq, J.; Olioso, A.; Bertrand, N.; Desfonds, V.; et al. Assessing the potentialities of FORMOSAT-2 data for water and crop monitoring at small regional scale in south-eastern France. Sensors 2008, 8, 3460-3481.
    • (2008) Sensors , vol.8 , pp. 3460-3481
    • Courault, D.1    Bsaibes, A.2    Kpemlie, E.3    Hadria, R.4    Hagolle, O.5    Marloie, O.6    Hanocq, J.7    Olioso, A.8    Bertrand, N.9    Desfonds, V.10


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.