메뉴 건너뛰기




Volumn 196, Issue , 2017, Pages 279-292

Estimation of photosynthesis traits from leaf reflectance spectra: Correlation to nitrogen content as the dominant mechanism

Author keywords

Hyperspectral; Jmax; Leaf reflectance; Nitrogen; Photosynthesis; PLS; Vcmax

Indexed keywords

CARBOXYLATION; ELECTRON TRANSPORT PROPERTIES; FORESTRY; LEAST SQUARES APPROXIMATIONS; NITROGEN; PHOTOSYNTHESIS; REGRESSION ANALYSIS; REMOTE SENSING; SODIUM;

EID: 85019853252     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2017.05.019     Document Type: Article
Times cited : (96)

References (92)
  • 1
    • 84891627620 scopus 로고    scopus 로고
    • Using leaf optical properties to detect ozone effects on foliar biochemistry
    • Ainsworth, E.A., Serbin, S.P., Skoneczka, J.A., Townsend, P.A., Using leaf optical properties to detect ozone effects on foliar biochemistry. Photosynth. Res. 119 (2014), 65–76, 10.1007/s11120-013-9837-y.
    • (2014) Photosynth. Res. , vol.119 , pp. 65-76
    • Ainsworth, E.A.1    Serbin, S.P.2    Skoneczka, J.A.3    Townsend, P.A.4
  • 4
    • 84906943011 scopus 로고    scopus 로고
    • Functional and biological diversity of foliar spectra in tree canopies throughout the Andes to Amazon region
    • Asner, G.P., Martin, R.E., Carranza-Jiménez, L., Sinca, F., Tupayachi, R., Anderson, C.B., Martinez, P., Functional and biological diversity of foliar spectra in tree canopies throughout the Andes to Amazon region. New Phytol. 204 (2014), 127–139, 10.1111/nph.12895.
    • (2014) New Phytol. , vol.204 , pp. 127-139
    • Asner, G.P.1    Martin, R.E.2    Carranza-Jiménez, L.3    Sinca, F.4    Tupayachi, R.5    Anderson, C.B.6    Martinez, P.7
  • 5
    • 77955623505 scopus 로고    scopus 로고
    • Terrestrial gross carbon dioxide uptake: global distribution and covariation with climate
    • Beer, C., Reichstein, M., Tomelleri, E., Ciais, P., Jung, M., Carvalhais, N., Papale, D., Terrestrial gross carbon dioxide uptake: global distribution and covariation with climate. Science 329 (2010), 834–838, 10.1126/science.1184984.
    • (2010) Science , vol.329 , pp. 834-838
    • Beer, C.1    Reichstein, M.2    Tomelleri, E.3    Ciais, P.4    Jung, M.5    Carvalhais, N.6    Papale, D.7
  • 6
    • 81955163279 scopus 로고    scopus 로고
    • Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data
    • Bonan, G.B., Lawrence, P.J., Oleson, K.W., Levis, S., Jung, M., Reichstein, M., Swenson, S.C., Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data. J. Geophys. Res., 116, 2011, 10.1029/2010JG001593.
    • (2011) J. Geophys. Res. , vol.116
    • Bonan, G.B.1    Lawrence, P.J.2    Oleson, K.W.3    Levis, S.4    Jung, M.5    Reichstein, M.6    Swenson, S.C.7
  • 7
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., Random forests. Mach. Learn. 45 (2001), 5–32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 8
    • 0007609483 scopus 로고
    • A new evaluation of chlorophyll absorption in photosynthetic membranes
    • Brown, J.S., A new evaluation of chlorophyll absorption in photosynthetic membranes. Photosynth. Res. 4 (1983), 375–383.
    • (1983) Photosynth. Res. , vol.4 , pp. 375-383
    • Brown, J.S.1
  • 9
    • 34547659400 scopus 로고    scopus 로고
    • Variability and application of the chlorophyll fluorescence emission ratio red/far-red of leaves
    • Buschmann, C., Variability and application of the chlorophyll fluorescence emission ratio red/far-red of leaves. Photosynth. Res. 92 (2007), 261–271, 10.1007/s11120-007-9187-8.
    • (2007) Photosynth. Res. , vol.92 , pp. 261-271
    • Buschmann, C.1
  • 10
    • 52949150127 scopus 로고    scopus 로고
    • Contribution of chlorophyll fluorescence to the apparent vegetation reflectance
    • Campbell, P.K.E., Middleton, E.M., Corp, L.A., Kim, M.S., Contribution of chlorophyll fluorescence to the apparent vegetation reflectance. Sci. Total Environ. 404 (2008), 433–439, 10.1016/j.scitotenv.2007.11.004.
    • (2008) Sci. Total Environ. , vol.404 , pp. 433-439
    • Campbell, P.K.E.1    Middleton, E.M.2    Corp, L.A.3    Kim, M.S.4
  • 12
    • 0002751718 scopus 로고    scopus 로고
    • Photosynthetic Responses of Tropical Forest Plants to Contrasting Light Environments
    • Springer US
    • Chazdon, R.L., Pearcy, R.W., Lee, D.W., Fetcher, N., Photosynthetic Responses of Tropical Forest Plants to Contrasting Light Environments. 1996, Springer US.
    • (1996)
    • Chazdon, R.L.1    Pearcy, R.W.2    Lee, D.W.3    Fetcher, N.4
  • 14
    • 0024856758 scopus 로고
    • Remote sensing of foliar chemistry
    • Curran, P., Remote sensing of foliar chemistry. Remote Sens. Environ. 30 (1989), 271–278.
    • (1989) Remote Sens. Environ. , vol.30 , pp. 271-278
    • Curran, P.1
  • 15
    • 0033384827 scopus 로고    scopus 로고
    • Remote sensing of water content in Eucalyptus leaves
    • Datt, B., Remote sensing of water content in Eucalyptus leaves. Aust. J. Bot. 47 (1999), 909–923.
    • (1999) Aust. J. Bot. , vol.47 , pp. 909-923
    • Datt, B.1
  • 16
    • 84874725861 scopus 로고    scopus 로고
    • Collinearity: a review of methods to deal with it and a simulation study evaluating their performance
    • Dormann, C.F., Elith, J., Bacher, S., Buchmann, C., Carl, G., Carré, G., Lautenbach, S., Collinearity: a review of methods to deal with it and a simulation study evaluating their performance. Ecography 36 (2013), 27–46, 10.1111/j.1600-0587.2012.07348.x.
    • (2013) Ecography , vol.36 , pp. 27-46
    • Dormann, C.F.1    Elith, J.2    Bacher, S.3    Buchmann, C.4    Carl, G.5    Carré, G.6    Lautenbach, S.7
  • 17
    • 78651450531 scopus 로고    scopus 로고
    • Predicting tropical plant physiology from leaf and canopy spectroscopy
    • Doughty, C.E., Asner, G.P., Martin, R.E., Predicting tropical plant physiology from leaf and canopy spectroscopy. Oecologia 165 (2011), 289–299, 10.1007/s00442-010-1800-4.
    • (2011) Oecologia , vol.165 , pp. 289-299
    • Doughty, C.E.1    Asner, G.P.2    Martin, R.E.3
  • 18
    • 35848967003 scopus 로고    scopus 로고
    • Global analysis of nitrogen and phosphorus limitation of primary producers in freshwater, marine and terrestrial ecosystems
    • Elser, J.J., Bracken, M.E.S., Cleland, E.E., Gruner, D.S., Harpole, W.S., Hillebrand, H., Smith, J.E., Global analysis of nitrogen and phosphorus limitation of primary producers in freshwater, marine and terrestrial ecosystems. Ecol. Lett. 10 (2007), 1135–1142, 10.1111/j.1461-0248.2007.01113.x.
    • (2007) Ecol. Lett. , vol.10 , pp. 1135-1142
    • Elser, J.J.1    Bracken, M.E.S.2    Cleland, E.E.3    Gruner, D.S.4    Harpole, W.S.5    Hillebrand, H.6    Smith, J.E.7
  • 19
    • 0025573172 scopus 로고
    • Visible and near infrared reflectance characteristics of dry plant materials
    • Elvidge, C.D., Visible and near infrared reflectance characteristics of dry plant materials. Int. J. Remote Sens. 11 (1990), 1775–1795, 10.1080/01431169008955129.
    • (1990) Int. J. Remote Sens. , vol.11 , pp. 1775-1795
    • Elvidge, C.D.1
  • 20
    • 0034878306 scopus 로고    scopus 로고
    • Photosynthetic acclimation of plants to growth irradiance: the relative importance of specific leaf area and nitrogen partitioning in maximizing carbon gain
    • Evans, J., Poorter, H., Photosynthetic acclimation of plants to growth irradiance: the relative importance of specific leaf area and nitrogen partitioning in maximizing carbon gain. Plant Cell Environ. 24 (2001), 755–767.
    • (2001) Plant Cell Environ. , vol.24 , pp. 755-767
    • Evans, J.1    Poorter, H.2
  • 21
    • 34250250163 scopus 로고
    • A biochemical model of photosynthetic CO2 assimilation in leaves of C3 species
    • Farquhar, G.D., von Caemmerer, S., Berry, J.A., A biochemical model of photosynthetic CO2 assimilation in leaves of C3 species. Planta 149 (1980), 78–90.
    • (1980) Planta , vol.149 , pp. 78-90
    • Farquhar, G.D.1    von Caemmerer, S.2    Berry, J.A.3
  • 22
    • 0002313891 scopus 로고
    • Multicollinearity in regression analysis: the problem revisited
    • Farrar, D.E., Glauber, R.R., Multicollinearity in regression analysis: the problem revisited. Rev. Econ. Stat., 1967, 92–107.
    • (1967) Rev. Econ. Stat. , pp. 92-107
    • Farrar, D.E.1    Glauber, R.R.2
  • 24
    • 79960721418 scopus 로고    scopus 로고
    • Optimizing spectral indices and chemometric analysis of leaf chemical properties using radiative transfer modeling
    • Féret, J.-B., François, C., Gitelson, A., Asner, G.P., Barry, K.M., Panigada, C., Jacquemoud, S., Optimizing spectral indices and chemometric analysis of leaf chemical properties using radiative transfer modeling. Remote Sens. Environ. 115 (2011), 2742–2750, 10.1016/j.rse.2011.06.016.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 2742-2750
    • Féret, J.-B.1    François, C.2    Gitelson, A.3    Asner, G.P.4    Barry, K.M.5    Panigada, C.6    Jacquemoud, S.7
  • 25
    • 85019919510 scopus 로고    scopus 로고
    • Multivariate statistical analysis in chemometrics
    • Filzmoser, P., Varmuza, K., Multivariate statistical analysis in chemometrics. R Package Version 1.3.8, 2012 http://CRAN.R-project.org/package=chemometrics.
    • (2012) R Package Version 1.3.8
    • Filzmoser, P.1    Varmuza, K.2
  • 26
    • 64249132460 scopus 로고    scopus 로고
    • Repeated double cross validation
    • Filzmoser, P., Liebmann, B., Varmuza, K., Repeated double cross validation. J. Chemom. 23 (2009), 160–171, 10.1002/cem.1225.
    • (2009) J. Chemom. , vol.23 , pp. 160-171
    • Filzmoser, P.1    Liebmann, B.2    Varmuza, K.3
  • 27
    • 77955132153 scopus 로고    scopus 로고
    • An {R} Companion to Applied Regression, Second Edition
    • Thousand Oaks CA: Sage. Retrieved from. (URL: Http://Socserv.socsci.mcmaster.ca/Jfox/Books/Companion)
    • Fox, J., & Weisberg, S. (2011). An {R} Companion to Applied Regression, Second Edition. Thousand Oaks CA: Sage. Retrieved from https://cran.r-project.org/web/packages/car/car.pdf. (URL: Http://Socserv.socsci.mcmaster.ca/Jfox/Books/Companion).
    • (2011)
    • Fox, J.1    Weisberg, S.2
  • 28
    • 11244261729 scopus 로고    scopus 로고
    • The Elements of Statistical Learning
    • Springer Berlin Retrieved from
    • Friedman, J., Hastie, T., Tibshirani, R., The Elements of Statistical Learning. Springer series in statistics, Vol. 1, 2001, Springer, Berlin Retrieved from http://statweb.stanford.edu/~tibs/book/preface.ps.
    • (2001) Springer series in statistics , vol.1
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 29
    • 0037356853 scopus 로고    scopus 로고
    • Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves
    • Gitelson, A.A., Gritz, Y., Merzlyak, M.N., Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves. J. Plant Physiol. 160 (2003), 271–282, 10.1078/0176-1617-00887.
    • (2003) J. Plant Physiol. , vol.160 , pp. 271-282
    • Gitelson, A.A.1    Gritz, Y.2    Merzlyak, M.N.3
  • 30
    • 33746572112 scopus 로고    scopus 로고
    • Three-band model for noninvasive estimation of chlorophyll, carotenoids, and anthocyanin contents in higher plant leaves
    • Gitelson, A.A., Keydan, G.P., Merzlyak, M.N., Three-band model for noninvasive estimation of chlorophyll, carotenoids, and anthocyanin contents in higher plant leaves. Geophys. Res. Lett., 33, 2006, 10.1029/2006GL026457.
    • (2006) Geophys. Res. Lett. , vol.33
    • Gitelson, A.A.1    Keydan, G.P.2    Merzlyak, M.N.3
  • 31
    • 33747893514 scopus 로고    scopus 로고
    • Leaf plasticity in response to light of three evergreen species of the Mediterranean maquis
    • Gratani, L., Covone, F., Larcher, W., Leaf plasticity in response to light of three evergreen species of the Mediterranean maquis. Trees 20 (2006), 549–558, 10.1007/s00468-006-0070-6.
    • (2006) Trees , vol.20 , pp. 549-558
    • Gratani, L.1    Covone, F.2    Larcher, W.3
  • 32
    • 0346623894 scopus 로고
    • Regression analysis with multicollinear predictor variables: definition, direction, and effects
    • Gunst, R.F., Regression analysis with multicollinear predictor variables: definition, direction, and effects. Communications in Statistics - Theory and Methods 12 (1983), 2217–2260, 10.1080/03610928308828603.
    • (1983) Communications in Statistics - Theory and Methods , vol.12 , pp. 2217-2260
    • Gunst, R.F.1
  • 33
    • 85013719109 scopus 로고    scopus 로고
    • Plant Biochemistry
    • fourth ed. Academic Press
    • Heldt, H.-W., Piechulla, B., Plant Biochemistry. fourth ed., 2011, Academic Press.
    • (2011)
    • Heldt, H.-W.1    Piechulla, B.2
  • 34
    • 84942825809 scopus 로고    scopus 로고
    • perturb: tools for evaluating collinearity
    • Hendrickx, J., perturb: tools for evaluating collinearity. R Package Version 2.05, 2012 http://CRAN.R-project.org/package=perturb.
    • (2012) R Package Version 2.05
    • Hendrickx, J.1
  • 36
    • 0004097360 scopus 로고
    • Leaf Optical Properties Experiment 93 (LOPEX93) (No. EUR-16095-EN)
    • Institute for Remote Sensing Applications, Ispra, Italy: European Commission, Joint Research Centre Retrieved from
    • Hosgood, B., Jacquemoud, S., Andreoli, G., Verdebout, J., Pedrini, A., Schmuck, G., Leaf Optical Properties Experiment 93 (LOPEX93) (No. EUR-16095-EN). 1995, Institute for Remote Sensing Applications, Ispra, Italy: European Commission, Joint Research Centre Retrieved from http://bookshop.europa.eu/en/leaf-optical-properties-experiment-93-lopex93-pbCLNA16095/downloads/CL-NA-16-095-EN-C/CLNA16095ENC_001.pdf;pgid=y8dIS7GUWMdSR0EAlMEUUsWb000080-ExZe4;sid=Mxztltc_PSft94d09OVzMbUakd-RxnX8T0w=?FileName=CLNA16095ENC_001.pdf&SKU=CLNA16095ENC_PDF&CatalogueNumber=CL-NA-16-095-EN-C.
    • (1995)
    • Hosgood, B.1    Jacquemoud, S.2    Andreoli, G.3    Verdebout, J.4    Pedrini, A.5    Schmuck, G.6
  • 37
    • 84880448574 scopus 로고    scopus 로고
    • Satellite retrievals of leaf chlorophyll and photosynthetic capacity for improved modeling of GPP
    • Houborg, R., Cescatti, A., Migliavacca, M., Kustas, W.P., Satellite retrievals of leaf chlorophyll and photosynthetic capacity for improved modeling of GPP. Agric. For. Meteorol. 177 (2013), 10–23, 10.1016/j.agrformet.2013.04.006.
    • (2013) Agric. For. Meteorol. , vol.177 , pp. 10-23
    • Houborg, R.1    Cescatti, A.2    Migliavacca, M.3    Kustas, W.P.4
  • 38
    • 84943620864 scopus 로고    scopus 로고
    • Leaf chlorophyll constraint on model simulated gross primary productivity in agricultural systems
    • Houborg, R., McCabe, M.F., Cescatti, A., Gitelson, A.A., Leaf chlorophyll constraint on model simulated gross primary productivity in agricultural systems. Int. J. Appl. Earth Obs. Geoinf. 43 (2015), 160–176, 10.1016/j.jag.2015.03.016.
    • (2015) Int. J. Appl. Earth Obs. Geoinf. , vol.43 , pp. 160-176
    • Houborg, R.1    McCabe, M.F.2    Cescatti, A.3    Gitelson, A.A.4
  • 39
    • 0028888031 scopus 로고
    • Acclimation of photosynthesis in relation to Rubisco and non-structural carbohydrate contents and in situ carboxylase activity in Scirpus olneyi grown at elevated CO2 in the field
    • Jacob, J., Greitner, C., Drake, B.G., Acclimation of photosynthesis in relation to Rubisco and non-structural carbohydrate contents and in situ carboxylase activity in Scirpus olneyi grown at elevated CO2 in the field. Plant Cell Environ. 18 (1995), 875–884.
    • (1995) Plant Cell Environ. , vol.18 , pp. 875-884
    • Jacob, J.1    Greitner, C.2    Drake, B.G.3
  • 40
    • 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. 34 (1990), 75–91.
    • (1990) Remote Sens. Environ. , vol.34 , pp. 75-91
    • Jacquemoud, S.1    Baret, F.2
  • 42
    • 80052534797 scopus 로고    scopus 로고
    • Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations
    • Jung, M., Reichstein, M., Margolis, H.A., Cescatti, A., Richardson, A.D., Arain, M.A., Williams, C., Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations. J. Geophys. Res., 116, 2011, 10.1029/2010JG001566.
    • (2011) J. Geophys. Res. , vol.116
    • Jung, M.1    Reichstein, M.2    Margolis, H.A.3    Cescatti, A.4    Richardson, A.D.5    Arain, M.A.6    Williams, C.7
  • 43
    • 61449173014 scopus 로고    scopus 로고
    • Quantifying photosynthetic capacity and its relationship to leaf nitrogen content for global-scale terrestrial biosphere models
    • Kattge, J., Knorr, W., Raddatz, T., Wirth, C., Quantifying photosynthetic capacity and its relationship to leaf nitrogen content for global-scale terrestrial biosphere models. Glob. Chang. Biol. 15 (2009), 976–991, 10.1111/j.1365-2486.2008.01744.x.
    • (2009) Glob. Chang. Biol. , vol.15 , pp. 976-991
    • Kattge, J.1    Knorr, W.2    Raddatz, T.3    Wirth, C.4
  • 44
    • 85006827193 scopus 로고    scopus 로고
    • Global leaf trait estimates biased due to plasticity in the shade
    • Keenan, T.F., Niinemets, Ü., Global leaf trait estimates biased due to plasticity in the shade. Nature Plants, 3, 2016, 16201, 10.1038/nplants.2016.201.
    • (2016) Nature Plants , vol.3 , pp. 16201
    • Keenan, T.F.1    Niinemets, Ü.2
  • 46
    • 84952946958 scopus 로고    scopus 로고
    • Non-destructive estimation of foliar chlorophyll and carotenoid contents: focus on informative spectral bands
    • Kira, O., Linker, R., Gitelson, A., Non-destructive estimation of foliar chlorophyll and carotenoid contents: focus on informative spectral bands. Int. J. Appl. Earth Obs. Geoinf. 38 (2015), 251–260, 10.1016/j.jag.2015.01.003.
    • (2015) Int. J. Appl. Earth Obs. Geoinf. , vol.38 , pp. 251-260
    • Kira, O.1    Linker, R.2    Gitelson, A.3
  • 47
    • 0033929655 scopus 로고    scopus 로고
    • Annual and interannual CO2 exchanges of the terrestrial biosphere: process-based simulations and uncertainties
    • Knorr, W., Annual and interannual CO2 exchanges of the terrestrial biosphere: process-based simulations and uncertainties. Glob. Ecol. Biogeogr. 9 (2000), 225–252.
    • (2000) Glob. Ecol. Biogeogr. , vol.9 , pp. 225-252
    • Knorr, W.1
  • 48
    • 0035144811 scopus 로고    scopus 로고
    • Investigating a physical basis for spectroscopic estimates of leaf nitrogen concentration
    • Kokaly, R.F., Investigating a physical basis for spectroscopic estimates of leaf nitrogen concentration. Remote Sens. Environ. 75 (2001), 153–161.
    • (2001) Remote Sens. Environ. , vol.75 , pp. 153-161
    • Kokaly, R.F.1
  • 49
    • 85019924402 scopus 로고    scopus 로고
    • hsdar: manage, analyse and simulate hyperspectral data in R. R package version 0.3.1
    • Lehnert, L.W., Meyer, H., Bendix, J., hsdar: manage, analyse and simulate hyperspectral data in R. R package version 0.3.1. http://CRAN.R-project.org/package=hsdar, 2015.
    • (2015)
    • Lehnert, L.W.1    Meyer, H.2    Bendix, J.3
  • 50
    • 0031005726 scopus 로고    scopus 로고
    • Scaling to a common temperature improves the correlation between the photosynthesis parameters Jmax and Vcmax
    • Leuning, R., Scaling to a common temperature improves the correlation between the photosynthesis parameters Jmax and Vcmax. J. Exp. Bot. 48 (1997), 345–347.
    • (1997) J. Exp. Bot. , vol.48 , pp. 345-347
    • Leuning, R.1
  • 51
    • 79959767766 scopus 로고    scopus 로고
    • Retrieval of leaf biochemical parameters using PROSPECT inversion: a new approach for alleviating ill-posed problems
    • Li, P., Wang, Q., Retrieval of leaf biochemical parameters using PROSPECT inversion: a new approach for alleviating ill-posed problems. IEEE Trans. Geosci. Remote Sens. 49 (2011), 2499–2506, 10.1109/TGRS.2011.2109390.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , pp. 2499-2506
    • Li, P.1    Wang, Q.2
  • 52
    • 80155210708 scopus 로고    scopus 로고
    • Principle component analysis and partial least squares: two dimension reduction techniques for regression. Applying multivariate statistical models
    • Retrieved from
    • Maitra, S., Yan, J., Principle component analysis and partial least squares: two dimension reduction techniques for regression. Applying multivariate statistical models., 79, 2008 Retrieved from http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.473.4340&rep=rep1&type=pdf#page=81.
    • (2008) , vol.79
    • Maitra, S.1    Yan, J.2
  • 53
    • 0028008171 scopus 로고
    • Responses of ribulose-1, 5-bisphosphate carboxylase, cytochrome f, and sucrose synthesis enzymes in rice leaves to leaf nitrogen and their relationships to photosynthesis
    • Makino, A., Nakano, H., Mae, T., Responses of ribulose-1, 5-bisphosphate carboxylase, cytochrome f, and sucrose synthesis enzymes in rice leaves to leaf nitrogen and their relationships to photosynthesis. Plant Physiol. 105 (1994), 173–179.
    • (1994) Plant Physiol. , vol.105 , pp. 173-179
    • Makino, A.1    Nakano, H.2    Mae, T.3
  • 54
    • 48349099850 scopus 로고    scopus 로고
    • A generalizable method for remote sensing of canopy nitrogen across a wide range of forest ecosystems
    • Martin, M.E., Plourde, L.C., Ollinger, S.V., Smith, M.-L., McNeil, B.E., A generalizable method for remote sensing of canopy nitrogen across a wide range of forest ecosystems. Remote Sens. Environ. 112 (2008), 3511–3519, 10.1016/j.rse.2008.04.008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3511-3519
    • Martin, M.E.1    Plourde, L.C.2    Ollinger, S.V.3    Smith, M.-L.4    McNeil, B.E.5
  • 55
    • 84885136897 scopus 로고    scopus 로고
    • pls: partial least squares and principal component regression
    • Mevik, B.-H., Wehrens, R., Liland, K.H., pls: partial least squares and principal component regression. R Package Version 2.4-3, 2013 http://CRAN.R-project.org/package=pls.
    • (2013) R Package Version 2.4-3
    • Mevik, B.-H.1    Wehrens, R.2    Liland, K.H.3
  • 56
    • 79961229328 scopus 로고    scopus 로고
    • DEoptim: an R package for global optimization by differential evolution
    • Mullen, K.M., Ardia, D., Gil, D.L., Windover, D., Cline, J., et al. DEoptim: an R package for global optimization by differential evolution. J. Stat. Softw. 40 (2011), 1–26.
    • (2011) J. Stat. Softw. , vol.40 , pp. 1-26
    • Mullen, K.M.1    Ardia, D.2    Gil, D.L.3    Windover, D.4    Cline, J.5
  • 57
    • 0015522713 scopus 로고
    • Isolation of a cytochrome b6-f particle from chloroplasts
    • Nelson, N., Neumann, J., Isolation of a cytochrome b6-f particle from chloroplasts. J. Biol. Chem. 247 (1972), 1817–1824.
    • (1972) J. Biol. Chem. , vol.247 , pp. 1817-1824
    • Nelson, N.1    Neumann, J.2
  • 58
    • 77954457548 scopus 로고    scopus 로고
    • A review of light interception in plant stands from leaf to canopy in different plant functional types and in species with varying shade tolerance
    • Niinemets, Ü., A review of light interception in plant stands from leaf to canopy in different plant functional types and in species with varying shade tolerance. Ecol. Res. 25 (2010), 693–714, 10.1007/s11284-010-0712-4.
    • (2010) Ecol. Res. , vol.25 , pp. 693-714
    • Niinemets, Ü.1
  • 59
    • 0031720439 scopus 로고    scopus 로고
    • An analysis of light effects on foliar morphology, physiology, and light interception in temperate deciduous woody species of contrasting shade tolerance
    • Niinemets, Ü., Kull, O., Tenhunen, J.D., An analysis of light effects on foliar morphology, physiology, and light interception in temperate deciduous woody species of contrasting shade tolerance. Tree Physiol. 18 (1998), 681–696.
    • (1998) Tree Physiol. , vol.18 , pp. 681-696
    • Niinemets, Ü.1    Kull, O.2    Tenhunen, J.D.3
  • 60
    • 14544284232 scopus 로고    scopus 로고
    • Seasonal change in the balance between capacities of RuBP carboxylation and RuBP regeneration affects CO2 response of photosynthesis in Polygonum cuspidatum
    • Onoda, Y., Seasonal change in the balance between capacities of RuBP carboxylation and RuBP regeneration affects CO2 response of photosynthesis in Polygonum cuspidatum. J. Exp. Bot. 56 (2005), 755–763, 10.1093/jxb/eri052.
    • (2005) J. Exp. Bot. , vol.56 , pp. 755-763
    • Onoda, Y.1
  • 61
    • 84955183903 scopus 로고    scopus 로고
    • Effect of spatial sampling from European flux towers for estimating carbon and water fluxes with artificial neural networks: sampling effect on fluxes upscaling
    • Papale, D., Black, T.A., Carvalhais, N., Cescatti, A., Chen, J., Jung, M., Ráduly, B., Effect of spatial sampling from European flux towers for estimating carbon and water fluxes with artificial neural networks: sampling effect on fluxes upscaling. J. Geophys. Res. Biogeosci., 2015, n/a, 10.1002/2015JG002997.
    • (2015) J. Geophys. Res. Biogeosci. , pp. n/a
    • Papale, D.1    Black, T.A.2    Carvalhais, N.3    Cescatti, A.4    Chen, J.5    Jung, M.6    Ráduly, B.7
  • 63
    • 14644399617 scopus 로고    scopus 로고
    • Differential Evolution: A Practical Approach to Global Optimization
    • Springer Berlin; New York
    • Price, K.V., Storn, R.M., Lampinen, J.A., Differential Evolution: A Practical Approach to Global Optimization. 2005, Springer, Berlin; New York.
    • (2005)
    • Price, K.V.1    Storn, R.M.2    Lampinen, J.A.3
  • 65
    • 84863304598 scopus 로고    scopus 로고
    • R: a language and environment for statistical computing. R Found. Stat. Comput. Vienna Austria
    • (ISBN 3-900051-07-0)
    • R Core Team, R: a language and environment for statistical computing. R Found. Stat. Comput. Vienna Austria. http://www.R-project.org/, 2012 (ISBN 3-900051-07-0).
    • (2012)
    • R Core Team1
  • 66
    • 25444448065 scopus 로고    scopus 로고
    • Gaussian Processes for Machine Learning
    • MIT Press Cambridge, Mass
    • Rasmussen, C.E., Williams, C.K.I., Gaussian Processes for Machine Learning. 2006, MIT Press, Cambridge, Mass.
    • (2006)
    • Rasmussen, C.E.1    Williams, C.K.I.2
  • 67
    • 84891632280 scopus 로고    scopus 로고
    • The use and misuse of V c,max in Earth System Models
    • Rogers, A., The use and misuse of V c,max in Earth System Models. Photosynth. Res. 119 (2014), 15–29, 10.1007/s11120-013-9818-1.
    • (2014) Photosynth. Res. , vol.119 , pp. 15-29
    • Rogers, A.1
  • 68
    • 33646588656 scopus 로고    scopus 로고
    • Plasticity in leaf traits of 38 tropical tree species in response to light; relationships with light demand and adult stature
    • Rozendaal, D.M.A., Hurtado, V.H., Poorter, L., Plasticity in leaf traits of 38 tropical tree species in response to light; relationships with light demand and adult stature. Funct. Ecol. 20 (2006), 207–216, 10.1111/j.1365-2435.2006.01105.x.
    • (2006) Funct. Ecol. , vol.20 , pp. 207-216
    • Rozendaal, D.M.A.1    Hurtado, V.H.2    Poorter, L.3
  • 70
    • 84863205849 scopus 로고    scopus 로고
    • NIH Image to ImageJ: 25 years of image analysis
    • Schneider, C.A., Rasband, W.S., Eliceiri, K.W., NIH Image to ImageJ: 25 years of image analysis. Nat. Methods 9 (2012), 671–675, 10.1038/nmeth.2089.
    • (2012) Nat. Methods , vol.9 , pp. 671-675
    • Schneider, C.A.1    Rasband, W.S.2    Eliceiri, K.W.3
  • 71
    • 0000663066 scopus 로고
    • Environmental effects on photosynthesis, nitrogen-use efficiency, and metabolite pools in leaves of sun and shade plants
    • Seemann, J.R., Sharkey, T.D., Wang, J., Osmond, C.B., Environmental effects on photosynthesis, nitrogen-use efficiency, and metabolite pools in leaves of sun and shade plants. Plant Physiol. 84 (1987), 796–802.
    • (1987) Plant Physiol. , vol.84 , pp. 796-802
    • Seemann, J.R.1    Sharkey, T.D.2    Wang, J.3    Osmond, C.B.4
  • 72
    • 84555204870 scopus 로고    scopus 로고
    • Leaf optical properties reflect variation in photosynthetic metabolism and its sensitivity to temperature
    • Serbin, S.P., Dillaway, D.N., Kruger, E.L., Townsend, P.A., Leaf optical properties reflect variation in photosynthetic metabolism and its sensitivity to temperature. J. Exp. Bot. 63 (2012), 489–502, 10.1093/jxb/err294.
    • (2012) J. Exp. Bot. , vol.63 , pp. 489-502
    • Serbin, S.P.1    Dillaway, D.N.2    Kruger, E.L.3    Townsend, P.A.4
  • 73
    • 84938953244 scopus 로고    scopus 로고
    • Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy
    • Serbin, S.P., Singh, A., Desai, A.R., Dubois, S.G., Jablonski, A.D., Kingdon, C.C., Townsend, P.A., Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy. Remote Sens. Environ. 167 (2015), 78–87, 10.1016/j.rse.2015.05.024.
    • (2015) Remote Sens. Environ. , vol.167 , pp. 78-87
    • Serbin, S.P.1    Singh, A.2    Desai, A.R.3    Dubois, S.G.4    Jablonski, A.D.5    Kingdon, C.C.6    Townsend, P.A.7
  • 74
    • 84973351920 scopus 로고    scopus 로고
    • Quantifying the influences of spectral resolution on uncertainty in leaf trait estimates through a Bayesian approach to RTM inversion
    • Shiklomanov, A.N., Dietze, M.C., Viskari, T., Townsend, P.A., Serbin, S.P., Quantifying the influences of spectral resolution on uncertainty in leaf trait estimates through a Bayesian approach to RTM inversion. Remote Sens. Environ. 183 (2016), 226–238, 10.1016/j.rse.2016.05.023.
    • (2016) Remote Sens. Environ. , vol.183 , pp. 226-238
    • Shiklomanov, A.N.1    Dietze, M.C.2    Viskari, T.3    Townsend, P.A.4    Serbin, S.P.5
  • 75
    • 85130042516 scopus 로고    scopus 로고
    • Basic principles of near-infrared spectroscopy
    • D.A. Burns E.W. Ciurczak third ed. CRC press
    • Siesler, H.W., Basic principles of near-infrared spectroscopy. Burns, D.A., Ciurczak, E.W., (eds.) Handbook of near-infrared analysis, third ed., 2007, CRC press, 7–19.
    • (2007) Handbook of near-infrared analysis , pp. 7-19
    • Siesler, H.W.1
  • 76
    • 84938951423 scopus 로고    scopus 로고
    • Imaging spectroscopy algorithms for mapping canopy foliar chemical and morphological traits and their uncertainties
    • Singh, A., Serbin, S., McNeil, B.E., Kingdon, C.C., Townsend, P.A., Imaging spectroscopy algorithms for mapping canopy foliar chemical and morphological traits and their uncertainties. Ecol. Appl. 25 (2015), 2180–2197.
    • (2015) Ecol. Appl. , vol.25 , pp. 2180-2197
    • Singh, A.1    Serbin, S.2    McNeil, B.E.3    Kingdon, C.C.4    Townsend, P.A.5
  • 77
    • 34248390993 scopus 로고    scopus 로고
    • The EnMAP hyperspectral imager—an advanced optical payload for future applications in Earth observation programmes
    • Stuffler, T., Kaufmann, C., Hofer, S., Förster, K.P., Schreier, G., Mueller, A., Haydn, R., The EnMAP hyperspectral imager—an advanced optical payload for future applications in Earth observation programmes. Acta Astronautica 61 (2007), 115–120, 10.1016/j.actaastro.2007.01.033.
    • (2007) Acta Astronautica , vol.61 , pp. 115-120
    • Stuffler, T.1    Kaufmann, C.2    Hofer, S.3    Förster, K.P.4    Schreier, G.5    Mueller, A.6    Haydn, R.7
  • 78
    • 0037324715 scopus 로고    scopus 로고
    • Differences between rice and wheat in ribulose-1, 5-bisphosphate regeneration capacity per unit of leaf-N content
    • Sudo, E., Makino, A., Mae, T., Differences between rice and wheat in ribulose-1, 5-bisphosphate regeneration capacity per unit of leaf-N content. Plant Cell Environ. 26 (2003), 255–263.
    • (2003) Plant Cell Environ. , vol.26 , pp. 255-263
    • Sudo, E.1    Makino, A.2    Mae, T.3
  • 79
    • 0004178982 scopus 로고    scopus 로고
    • Plant Physiology
    • fifth ed. Sinauer Assoc Sunderland, USA
    • Taiz, L., Zeiger, E., Plant Physiology. fifth ed., 2010, Sinauer Assoc, Sunderland, USA.
    • (2010)
    • Taiz, L.1    Zeiger, E.2
  • 80
    • 0000686399 scopus 로고
    • Effects of light and nitrogen nutrition on the organization of the photosynthetic apparatus in spinach
    • Terashima, I., Evans, J.R., Effects of light and nitrogen nutrition on the organization of the photosynthetic apparatus in spinach. Plant Cell Physiol. 29 (1988), 143–155.
    • (1988) Plant Cell Physiol. , vol.29 , pp. 143-155
    • Terashima, I.1    Evans, J.R.2
  • 81
    • 2942532259 scopus 로고    scopus 로고
    • Integrating remote sensing and ecosystem process models for landscape-to regional-scale analysis of the carbon cycle
    • Turner, D.P., Ollinger, S.V., Kimball, J.S., Integrating remote sensing and ecosystem process models for landscape-to regional-scale analysis of the carbon cycle. Bioscience 54 (2004), 573–584.
    • (2004) Bioscience , vol.54 , pp. 573-584
    • Turner, D.P.1    Ollinger, S.V.2    Kimball, J.S.3
  • 82
    • 84930960442 scopus 로고    scopus 로고
    • Global sensitivity analysis of the SCOPE model: What drives simulated canopy-leaving sun-induced fluorescence?
    • Verrelst, J., Rivera, J.P., van der Tol, C., Magnani, F., Mohammed, G., Moreno, J., Global sensitivity analysis of the SCOPE model: What drives simulated canopy-leaving sun-induced fluorescence?. Remote Sens. Environ. 166 (2015), 8–21, 10.1016/j.rse.2015.06.002.
    • (2015) Remote Sens. Environ. , vol.166 , pp. 8-21
    • Verrelst, J.1    Rivera, J.P.2    van der Tol, C.3    Magnani, F.4    Mohammed, G.5    Moreno, J.6
  • 83
    • 0003929449 scopus 로고    scopus 로고
    • Biochemical Models of Leaf Photosynthesis
    • CSIRO Collingwood
    • von Caemmerer, S., Biochemical Models of Leaf Photosynthesis. 2000, CSIRO, Collingwood.
    • (2000)
    • von Caemmerer, S.1
  • 86
    • 84974831100 scopus 로고    scopus 로고
    • Vegetation indices for mapping canopy foliar nitrogen in a mixed temperate forest
    • Wang, Z., Wang, T., Darvishzadeh, R., Skidmore, A., Jones, S., Suarez, L., Hearne, J., Vegetation indices for mapping canopy foliar nitrogen in a mixed temperate forest. Remote Sens., 8, 2016, 491, 10.3390/rs8060491.
    • (2016) Remote Sens. , vol.8 , pp. 491
    • Wang, Z.1    Wang, T.2    Darvishzadeh, R.3    Skidmore, A.4    Jones, S.5    Suarez, L.6    Hearne, J.7
  • 88
    • 0001681052 scopus 로고
    • The collinearity problem in linear regression. The partial least squares (PLS) approach to generalized inverses
    • Wold, S., Ruhe, H., Wold, H., Dunn, W.J., The collinearity problem in linear regression. The partial least squares (PLS) approach to generalized inverses. SIAM J. Sci. Stat. Comput. 5 (1984), 735–743.
    • (1984) SIAM J. Sci. Stat. Comput. , vol.5 , pp. 735-743
    • Wold, S.1    Ruhe, H.2    Wold, H.3    Dunn, W.J.4
  • 89
    • 85152888783 scopus 로고    scopus 로고
    • Practical Guide to Interpretive near-Infrared Spectroscopy
    • CRC press
    • Workman, J. Jr., Weyer, L., Practical Guide to Interpretive near-Infrared Spectroscopy. 2007, CRC press.
    • (2007)
    • Workman, J.1    Weyer, L.2
  • 90
    • 77954901952 scopus 로고
    • Biochemical limitations to carbon assimilation in C3 plants—a retrospective analysis of the A/Ci curves from 109 species
    • Wullschleger, S.D., Biochemical limitations to carbon assimilation in C3 plants—a retrospective analysis of the A/Ci curves from 109 species. J. Exp. Bot. 44 (1993), 907–920.
    • (1993) J. Exp. Bot. , vol.44 , pp. 907-920
    • Wullschleger, S.D.1
  • 91
    • 0142103679 scopus 로고    scopus 로고
    • Seasonal trends in photosynthetic parameters and stomatal conductance of blue oak (Quercus douglasii) under prolonged summer drought and high temperature
    • Xu, L., Baldocchi, D.D., Seasonal trends in photosynthetic parameters and stomatal conductance of blue oak (Quercus douglasii) under prolonged summer drought and high temperature. Tree Physiol. 23 (2003), 865–877.
    • (2003) Tree Physiol. , vol.23 , pp. 865-877
    • Xu, L.1    Baldocchi, D.D.2
  • 92
    • 0034482288 scopus 로고    scopus 로고
    • Chlorophyll fluorescence effects on vegetation apparent reflectance: I. Leaf-level measurements and model simulation
    • Zarco-Tejada, P.J., Miller, J.R., Mohammed, G.H., Noland, T.L., Chlorophyll fluorescence effects on vegetation apparent reflectance: I. Leaf-level measurements and model simulation. Remote Sens. Environ. 74 (2000), 582–595.
    • (2000) Remote Sens. Environ. , vol.74 , pp. 582-595
    • Zarco-Tejada, P.J.1    Miller, J.R.2    Mohammed, G.H.3    Noland, T.L.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.