73
Colombo R, Merom M, Marchesi A, Busetto L, Rossini M, Giardino C, Panigada C (2008)
Estimation of leaf and canopy water content in poplar plantations by means of hyperspectral
indices and inverse modeling. Remote Sens Environ 112:1820–1834
Cotrozzi L, Townsend PA, Pellegrini E, Nali C, Couture JJ (2018) Reflectance spectroscopy: a
novel approach to better understand and monitor the impact of air pollution on Mediterranean
plants. Environ Sci Pollut Res 25:8249–8267
Couture J, Singh A, Rubert-Nason KF, Serbin SP, Lindroth RL, Townsend PA (2016) Spectroscopic
determination of ecologically relevant plant secondary metabolites. Methods Ecol Evol (in
press).
Couture JJ, Serbin SP, Townsend PA (2013) Spectroscopic sensitivity of real-time, rapidly induced
phytochemical change in response to damage. New Phytol 198:311–319
Curran PJ (1989) Remote-sensing of foliar chemistry. Remote Sens Environ 30:271–278
Dahlin KM, Asner GP, Field CB (2013) Environmental and community controls on plant canopy
chemistry in a Mediterranean-type ecosystem. Proc Natl Acad Sci 110:6895–6900
Darvishzadeh R, Skidmore A, Schlerf M, Atzberger C (2008) Inversion of a radiative transfer
model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland. Remote
Sens Environ 112:2592–2604
Datt B (1998) Remote sensing of chlorophyll a, chlorophyll b, chlorophyll a+b, and total carotenoid content in eucalyptus leaves. Remote Sens Environ 66(2):111–121
Davies T (1998) The history of near infrared spectroscopic analysis: Past, present and future “From
sleeping technique to the morning star of spectroscopy”. Analusis 26(4):17–19
Dawson TP, Curran PJ, Plummer SE (1998) LIBERTY – Modeling the Effects of Leaf Biochemical
Concentration on Reflectance Spectra. Remote Sens Environ 65:50–60
Díaz S, Kattge J, Cornelissen JHC, Wright IJ, Lavorel S, Dray S, Reu B, Kleyer M, Wirth C,
Colin Prentice I, Garnier E, Bönisch G, Westoby M, Poorter H, Reich PB, Moles AT, Dickie
J, Gillison AN, Zanne AE, Chave J, Joseph Wright S, Sheremet’ev SN, Jactel H, Baraloto C,
Cerabolini B, Pierce S, Shipley B, Kirkup D, Casanoves F, Joswig JS, Günther A, Falczuk V,
Rüger N, Mahecha MD, Gorné LD (2015) The global spectrum of plant form and function.
Nature 529:167
Drolet GG, Middleton EM, Huemmrich KF, Hall FG, Amiro BD, Barr AG, Black TA, McCaughey
JH, Margolis HA (2008) Regional mapping of gross light-use efficiency using MODIS spectral
indices. Remote Sens Environ 112:3064–3078
DuBois S, Desai AR, Singh A, Serbin SP, Goulden ML, Baldocchi DD, Ma S, Oechel WC,
Wharton S, Kruger EL, Townsend PA (2018) Using imaging spectroscopy to detect variation in terrestrial ecosystem productivity across a water-stressed landscape. Ecol Appl
28:1313–1324
Elvidge CD (1990) Visible and near-infrared reflectance characteristics of dry plant materials. Int
J Remote Sens 11:1775–1795
Ely KS, Burnett AC, Lieberman-Cribbin W, Serbin S, and Rogers A (2019) Spectroscopy can
predict key leaf traits associated with source–sink balance and carbon–nitrogen status. J Exp
Bot. 70:1789–1799
Enquist BJ, Bentley LP, Shenkin A, Maitner B, Savage V, Michaletz S, Blonder B, Buzzard V,
Espinoza TEB, Farfan-Rios W, Doughty CE, Goldsmith GR, Martin RE, Salinas N, Silman M,
Díaz S, Asner GP, Malhi Y (2017) Assessing trait-based scaling theory in tropical forests spanning a broad temperature gradient. Global Ecol Biogeogr 26:1357–1373
Evans JR, Clarke VC (2018) The nitrogen cost of photosynthesis. J Exp Bot 70:7–15
Falster DS, Westoby M (2003) Leaf size and angle vary widely across species: what consequences
for light interception? New Phytol 158:509–525
Feilhauer H, Asner GP, Martin RE, Schmidtlein S (2010) Brightness-normalized partial least
squares regression for hyperspectral data. J Quant Spectrosc Radiat Transf 111:1947–1957
Feret J-B, Francois C, Gitelson A, Asner GP, Barry KM, Panigada C, Richardson AD, Jacquemoud
S (2011) Optimizing spectral indices and chemometric analysis of leaf chemical properties
using radiative transfer modeling. Remote Sens Environ 115:2742–2750
3 Scaling Functional Traits from Leaves to Canopies
Colombo R, Merom M, Marchesi A, Busetto L, Rossini M, Giardino C, Panigada C (2008)
Estimation of leaf and canopy water content in poplar plantations by means of hyperspectral
indices and inverse modeling. Remote Sens Environ 112:1820–1834
Cotrozzi L, Townsend PA, Pellegrini E, Nali C, Couture JJ (2018) Reflectance spectroscopy: a
novel approach to better understand and monitor the impact of air pollution on Mediterranean
plants. Environ Sci Pollut Res 25:8249–8267
Couture J, Singh A, Rubert-Nason KF, Serbin SP, Lindroth RL, Townsend PA (2016) Spectroscopic
determination of ecologically relevant plant secondary metabolites. Methods Ecol Evol (in
press).
Couture JJ, Serbin SP, Townsend PA (2013) Spectroscopic sensitivity of real-time, rapidly induced
phytochemical change in response to damage. New Phytol 198:311–319
Curran PJ (1989) Remote-sensing of foliar chemistry. Remote Sens Environ 30:271–278
Dahlin KM, Asner GP, Field CB (2013) Environmental and community controls on plant canopy
chemistry in a Mediterranean-type ecosystem. Proc Natl Acad Sci 110:6895–6900
Darvishzadeh R, Skidmore A, Schlerf M, Atzberger C (2008) Inversion of a radiative transfer
model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland. Remote
Sens Environ 112:2592–2604
Datt B (1998) Remote sensing of chlorophyll a, chlorophyll b, chlorophyll a+b, and total carotenoid content in eucalyptus leaves. Remote Sens Environ 66(2):111–121
Davies T (1998) The history of near infrared spectroscopic analysis: Past, present and future “From
sleeping technique to the morning star of spectroscopy”. Analusis 26(4):17–19
Dawson TP, Curran PJ, Plummer SE (1998) LIBERTY – Modeling the Effects of Leaf Biochemical
Concentration on Reflectance Spectra. Remote Sens Environ 65:50–60
Díaz S, Kattge J, Cornelissen JHC, Wright IJ, Lavorel S, Dray S, Reu B, Kleyer M, Wirth C,
Colin Prentice I, Garnier E, Bönisch G, Westoby M, Poorter H, Reich PB, Moles AT, Dickie
J, Gillison AN, Zanne AE, Chave J, Joseph Wright S, Sheremet’ev SN, Jactel H, Baraloto C,
Cerabolini B, Pierce S, Shipley B, Kirkup D, Casanoves F, Joswig JS, Günther A, Falczuk V,
Rüger N, Mahecha MD, Gorné LD (2015) The global spectrum of plant form and function.
Nature 529:167
Drolet GG, Middleton EM, Huemmrich KF, Hall FG, Amiro BD, Barr AG, Black TA, McCaughey
JH, Margolis HA (2008) Regional mapping of gross light-use efficiency using MODIS spectral
indices. Remote Sens Environ 112:3064–3078
DuBois S, Desai AR, Singh A, Serbin SP, Goulden ML, Baldocchi DD, Ma S, Oechel WC,
Wharton S, Kruger EL, Townsend PA (2018) Using imaging spectroscopy to detect variation in terrestrial ecosystem productivity across a water-stressed landscape. Ecol Appl
28:1313–1324
Elvidge CD (1990) Visible and near-infrared reflectance characteristics of dry plant materials. Int
J Remote Sens 11:1775–1795
Ely KS, Burnett AC, Lieberman-Cribbin W, Serbin S, and Rogers A (2019) Spectroscopy can
predict key leaf traits associated with source–sink balance and carbon–nitrogen status. J Exp
Bot. 70:1789–1799
Enquist BJ, Bentley LP, Shenkin A, Maitner B, Savage V, Michaletz S, Blonder B, Buzzard V,
Espinoza TEB, Farfan-Rios W, Doughty CE, Goldsmith GR, Martin RE, Salinas N, Silman M,
Díaz S, Asner GP, Malhi Y (2017) Assessing trait-based scaling theory in tropical forests spanning a broad temperature gradient. Global Ecol Biogeogr 26:1357–1373
Evans JR, Clarke VC (2018) The nitrogen cost of photosynthesis. J Exp Bot 70:7–15
Falster DS, Westoby M (2003) Leaf size and angle vary widely across species: what consequences
for light interception? New Phytol 158:509–525
Feilhauer H, Asner GP, Martin RE, Schmidtlein S (2010) Brightness-normalized partial least
squares regression for hyperspectral data. J Quant Spectrosc Radiat Transf 111:1947–1957
Feret J-B, Francois C, Gitelson A, Asner GP, Barry KM, Panigada C, Richardson AD, Jacquemoud
S (2011) Optimizing spectral indices and chemometric analysis of leaf chemical properties
using radiative transfer modeling. Remote Sens Environ 115:2742–2750
3 Scaling Functional Traits from Leaves to Canopies