Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy
Abstract
To date, the utility of ecosystem and Earth system models (EESMs) has been limited by poor spatial and temporal representation of critical input parameters. For example, EESMs often rely on leaf-scale or literature-derived estimates for a key determinant of canopy photosynthesis, the maximum velocity of RuBP carboxylation (Vcmax, μmol m–2 s–1). Our recent work (Ainsworth et al., 2014; Serbin et al., 2012) showed that reflectance spectroscopy could be used to estimate Vcmax at the leaf level. Here, we present evidence that imaging spectroscopy data can be used to simultaneously predict Vcmax and its sensitivity to temperature (EV) at the canopy scale. In 2013 and 2014, high-altitude Airborne Visible/Infrared Imaging Spectroscopy (AVIRIS) imagery and contemporaneous ground-based assessments of canopy structure and leaf photosynthesis were acquired across an array of monospecific agroecosystems in central and southern California, USA. A partial least-squares regression (PLSR) modeling approach was employed to characterize the pixel-level variation in canopy Vcmax (at a standardized canopy temperature of 30 °C) and EV, based on visible and shortwave infrared AVIRIS spectra (414–2447 nm). Our approach yielded parsimonious models with strong predictive capability for Vcmax (at 30 °C) and EV (R2 of withheld data = 0.94 and 0.92, respectively), both ofmore »
- Authors:
-
- Brookhaven National Lab. (BNL), Upton, NY (United States)
- Univ. of Wisconsin-Madison, Madison, WI (United States)
- Publication Date:
- Research Org.:
- Brookhaven National Laboratory (BNL), Upton, NY (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1228836
- Report Number(s):
- BNL-108474-2015-JA
Journal ID: ISSN 0034-4257; R&D Project: 21087/21088; YN0100000
- Grant/Contract Number:
- SC00112704
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Remote Sensing of Environment
- Additional Journal Information:
- Journal Volume: 167; Journal Issue: C; Journal ID: ISSN 0034-4257
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; activation energy; AVIRIS; imaging spectroscopy; canopy optical reflectance; photosynthesis; temperature; Vcmax; photosynthetic metabolism
Citation Formats
Serbin, Shawn P., Singh, Aditya, Desai, Ankur R., Dubois, Sean G., Jablonski, Andrew D., Kingdon, Clayton C., Kruger, Eric L., and Townsend, Philip A. Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy. United States: N. p., 2015.
Web. doi:10.1016/j.rse.2015.05.024.
Serbin, Shawn P., Singh, Aditya, Desai, Ankur R., Dubois, Sean G., Jablonski, Andrew D., Kingdon, Clayton C., Kruger, Eric L., & Townsend, Philip A. Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy. United States. https://doi.org/10.1016/j.rse.2015.05.024
Serbin, Shawn P., Singh, Aditya, Desai, Ankur R., Dubois, Sean G., Jablonski, Andrew D., Kingdon, Clayton C., Kruger, Eric L., and Townsend, Philip A. Thu .
"Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy". United States. https://doi.org/10.1016/j.rse.2015.05.024. https://www.osti.gov/servlets/purl/1228836.
@article{osti_1228836,
title = {Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy},
author = {Serbin, Shawn P. and Singh, Aditya and Desai, Ankur R. and Dubois, Sean G. and Jablonski, Andrew D. and Kingdon, Clayton C. and Kruger, Eric L. and Townsend, Philip A.},
abstractNote = {To date, the utility of ecosystem and Earth system models (EESMs) has been limited by poor spatial and temporal representation of critical input parameters. For example, EESMs often rely on leaf-scale or literature-derived estimates for a key determinant of canopy photosynthesis, the maximum velocity of RuBP carboxylation (Vcmax, μmol m–2 s–1). Our recent work (Ainsworth et al., 2014; Serbin et al., 2012) showed that reflectance spectroscopy could be used to estimate Vcmax at the leaf level. Here, we present evidence that imaging spectroscopy data can be used to simultaneously predict Vcmax and its sensitivity to temperature (EV) at the canopy scale. In 2013 and 2014, high-altitude Airborne Visible/Infrared Imaging Spectroscopy (AVIRIS) imagery and contemporaneous ground-based assessments of canopy structure and leaf photosynthesis were acquired across an array of monospecific agroecosystems in central and southern California, USA. A partial least-squares regression (PLSR) modeling approach was employed to characterize the pixel-level variation in canopy Vcmax (at a standardized canopy temperature of 30 °C) and EV, based on visible and shortwave infrared AVIRIS spectra (414–2447 nm). Our approach yielded parsimonious models with strong predictive capability for Vcmax (at 30 °C) and EV (R2 of withheld data = 0.94 and 0.92, respectively), both of which varied substantially in the field (≥ 1.7 fold) across the sampled crop types. The models were applied to additional AVIRIS imagery to generate maps of Vcmax and EV, as well as their uncertainties, for agricultural landscapes in California. The spatial patterns exhibited in the maps were consistent with our in-situ observations. As a result, these findings highlight the considerable promise of airborne and, by implication, space-borne imaging spectroscopy, such as the proposed HyspIRI mission, to map spatial and temporal variation in key drivers of photosynthetic metabolism in terrestrial vegetation.},
doi = {10.1016/j.rse.2015.05.024},
journal = {Remote Sensing of Environment},
number = C,
volume = 167,
place = {United States},
year = {Thu Jun 11 00:00:00 EDT 2015},
month = {Thu Jun 11 00:00:00 EDT 2015}
}
Free Publicly Available Full Text
Publisher's Version of Record
Other availability
Search WorldCat to find libraries that may hold this journal
Cited by: 119 works
Citation information provided by
Web of Science
Web of Science
Figures / Tables:
Fig. 1: Study area map. Location of agricultural sampling locations in California indicated by triangle symbols. KARE=Kearney Agricultural Extension and Research Center, Parlier, CA; SCREC= South Coast Research and Extension Center, Irvine, CA; CVARS = Coachella Valley Agricultural Research Station, Thermal, CA.
All figures and tables
(6 total)
Save to My Library
You must Sign In or Create an Account in order to save documents to your library.
Works referenced in this record:
Imaging Spectroscopy and the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)
journal, September 1998
- Green, Robert O.; Eastwood, Michael L.; Sarture, Charles M.
- Remote Sensing of Environment, Vol. 65, Issue 3
Temperature dependence of two parameters in a photosynthesis model
journal, September 2002
- Leuning, R.
- Plant, Cell and Environment, Vol. 25, Issue 9
Steady-state chlorophyll a fluorescence detection from canopy derivative reflectance and double-peak red-edge effects
journal, February 2003
- Zarco-Tejada, P. J.; Pushnik, J. C.; Dobrowski, S.
- Remote Sensing of Environment, Vol. 84, Issue 2
Brightness-normalized Partial Least Squares Regression for hyperspectral data
journal, August 2010
- Feilhauer, Hannes; Asner, Gregory P.; Martin, Roberta E.
- Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 111, Issue 12-13
First observations of global and seasonal terrestrial chlorophyll fluorescence from space
journal, January 2011
- Joiner, J.; Yoshida, Y.; Vasilkov, A. P.
- Biogeosciences, Vol. 8, Issue 3
Temperature response of parameters of a biochemically based model of photosynthesis. I. Seasonal changes in mature maritime pine (Pinus pinaster Ait.)
journal, September 2002
- Medlyn, B. E.; Loustau, D.; Delzon, S.
- Plant, Cell and Environment, Vol. 25, Issue 9
CEFLES2: the remote sensing component to quantify photosynthetic efficiency from the leaf to the region by measuring sun-induced fluorescence in the oxygen absorption bands
journal, January 2009
- Rascher, U.; Agati, G.; Alonso, L.
- Biogeosciences, Vol. 6, Issue 7
Thermal acclimation of photosynthesis: a comparison of boreal and temperate tree species along a latitudinal transect: Photosynthetic thermal acclimation in boreal and temperate trees
journal, January 2010
- Dillaway, Dylan N.; Kruger, Eric L.
- Plant, Cell & Environment, Vol. 33, Issue 6
Visible and near infrared reflectance characteristics of dry plant materials
journal, October 1990
- Elvidge, Christopher D.
- International Journal of Remote Sensing, Vol. 11, Issue 10
Spectroscopic determination of leaf morphological and biochemical traits for northern temperate and boreal tree species
journal, October 2014
- Serbin, Shawn P.; Singh, Aditya; McNeil, Brenden E.
- Ecological Applications, Vol. 24, Issue 7
Prospects for chlorophyll fluorescence remote sensing from the Orbiting Carbon Observatory-2
journal, May 2014
- Frankenberg, Christian; O'Dell, Chris; Berry, Joseph
- Remote Sensing of Environment, Vol. 147
Hyperspectral remote sensing of foliar nitrogen content
journal, December 2012
- Knyazikhin, Y.; Schull, M. A.; Stenberg, P.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 3
Modelling C 3 photosynthesis from the chloroplast to the ecosystem : Scaling photosynthesis using models
journal, May 2013
- Bernacchi, Carl J.; Bagley, Justin E.; Serbin, Shawn P.
- Plant, Cell & Environment, Vol. 36, Issue 9
Critique of stepwise multiple linear regression for the extraction of leaf biochemistry information from leaf reflectance data
journal, June 1996
- Grossman, Y. L.; Ustin, S. L.; Jacquemoud, S.
- Remote Sensing of Environment, Vol. 56, Issue 3
Environmental and community controls on plant canopy chemistry in a Mediterranean-type ecosystem
journal, April 2013
- Dahlin, K. M.; Asner, G. P.; Field, C. B.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 17
Remote sensing of foliar chemistry
journal, December 1989
- Curran, Paul J.
- Remote Sensing of Environment, Vol. 30, Issue 3
Complex adjustments of photosynthetic potentials and internal diffusion conductance to current and previous light availabilities and leaf age in Mediterranean evergreen species Quercus ilex
journal, June 2006
- Niinemets, Ulo; Cescatti, Alessandro; Rodeghiero, Mirco
- Plant, Cell and Environment, Vol. 29, Issue 6
Inhibition and acclimation of C3 photosynthesis to moderate heat: a perspective from thermally contrasting genotypes of Acer rubrum (red maple)
journal, August 2007
- Weston, D. J.; Bauerle, W. L.
- Tree Physiology, Vol. 27, Issue 8
Close relationship between spectral vegetation indices and V cmax in deciduous and mixed forests
journal, January 2014
- Zhou, Yanlian; Ju, Weimin; Sun, Xiaomin
- Tellus B: Chemical and Physical Meteorology, Vol. 66, Issue 1
Contribution of chlorophyll fluorescence to the apparent vegetation reflectance
journal, October 2008
- Campbell, P. K. Entcheva; Middleton, E. M.; Corp, L. A.
- Science of The Total Environment, Vol. 404, Issue 2-3
The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses
journal, September 1984
- Wold, S.; Ruhe, A.; Wold, H.
- SIAM Journal on Scientific and Statistical Computing, Vol. 5, Issue 3
Seasonal trends in photosynthetic parameters and stomatal conductance of blue oak (Quercus douglasii) under prolonged summer drought and high temperature
journal, September 2003
- Xu, L.; Baldocchi, D. D.
- Tree Physiology, Vol. 23, Issue 13
Using leaf optical properties to detect ozone effects on foliar biochemistry
journal, May 2013
- Ainsworth, Elizabeth A.; Serbin, Shawn P.; Skoneczka, Jeffrey A.
- Photosynthesis Research, Vol. 119, Issue 1-2
Seasonal patterns of foliar reflectance in relation to photosynthetic capacity and color index in two co-occurring tree species, Quercus rubra and Betula papyrifera
journal, July 2012
- Dillen, Sophie Y.; de Beeck, Maarten Op; Hufkens, Koen
- Agricultural and Forest Meteorology, Vol. 160
Quantifying forest canopy traits: Imaging spectroscopy versus field survey
journal, March 2015
- Asner, Gregory P.; Martin, Roberta E.; Anderson, Christopher B.
- Remote Sensing of Environment, Vol. 158
Synergies between VSWIR and TIR data for the urban environment: An evaluation of the potential for the Hyperspectral Infrared Imager (HyspIRI) Decadal Survey mission
journal, February 2012
- Roberts, Dar A.; Quattrochi, Dale A.; Hulley, Glynn C.
- Remote Sensing of Environment, Vol. 117
A generalizable method for remote sensing of canopy nitrogen across a wide range of forest ecosystems
journal, September 2008
- Martin, M. E.; Plourde, L. C.; Ollinger, S. V.
- Remote Sensing of Environment, Vol. 112, Issue 9
The photochemical reflectance index: an optical indicator of photosynthetic radiation use efficiency across species, functional types, and nutrient levels
journal, November 1997
- Gamon, J. A.; Serrano, L.; Surfus, J. S.
- Oecologia, Vol. 112, Issue 4
Atmospheric correction for global mapping spectroscopy: ATREM advances for the HyspIRI preparatory campaign
journal, September 2015
- Thompson, David R.; Gao, Bo-Cai; Green, Robert O.
- Remote Sensing of Environment, Vol. 167
Plant functional types in Earth system models: past experiences and future directions for application of dynamic vegetation models in high-latitude ecosystems
journal, May 2014
- Wullschleger, Stan D.; Epstein, Howard E.; Box, Elgene O.
- Annals of Botany, Vol. 114, Issue 1
Quantifying photosynthetic capacity and its relationship to leaf nitrogen content for global-scale terrestrial biosphere models
journal, April 2009
- Kattge, Jens; Knorr, Wolfgang; Raddatz, Thomas
- Global Change Biology, Vol. 15, Issue 4
Rubisco, Rubisco activase, and global climate change
journal, April 2008
- Sage, Rowan F.; Way, Danielle A.; Kubien, David S.
- Journal of Experimental Botany, Vol. 59, Issue 7
Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence
journal, March 2014
- Guanter, L.; Zhang, Y.; Jung, M.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 14
Gas exchange measurements, what can they tell us about the underlying limitations to photosynthesis? Procedures and sources of error
journal, September 2003
- Long, S. P.
- Journal of Experimental Botany, Vol. 54, Issue 392
A quantitative assessment of a terrestrial biosphere model's data needs across North American biomes: PEcAn/ED model-data uncertainty analysis
journal, March 2014
- Dietze, Michael C.; Serbin, Shawn P.; Davidson, Carl
- Journal of Geophysical Research: Biogeosciences, Vol. 119, Issue 3
Predicting tropical plant physiology from leaf and canopy spectroscopy
journal, October 2010
- Doughty, Christopher E.; Asner, Gregory P.; Martin, Roberta E.
- Oecologia, Vol. 165, Issue 2
Partial least-squares regression: a tutorial
journal, January 1986
- Geladi, Paul; Kowalski, Bruce R.
- Analytica Chimica Acta, Vol. 185
Cover plus: ways of measuring plant canopies and the terms used for them: Cover plus
journal, December 2010
- Wilson, J. Bastow
- Journal of Vegetation Science, Vol. 22, Issue 2
The worldwide leaf economics spectrum
journal, April 2004
- Wright, Ian J.; Reich, Peter B.; Westoby, Mark
- Nature, Vol. 428, Issue 6985
Spectral reflectance characteristics of eucalypt foliage damaged by insects
journal, January 2001
- Stone, C.; Chisholm, L.; Coops, N.
- Australian Journal of Botany, Vol. 49, Issue 6
Biochemical Limitations to Carbon Assimilation in C 3 Plants—A Retrospective Analysis of the A/C i Curves from 109 Species
journal, January 1993
- Wullschleger, Stan D.
- Journal of Experimental Botany, Vol. 44, Issue 5
Targets for Crop Biotechnology in a Future High-CO 2 and High-O 3 World
journal, April 2008
- Ainsworth, Elizabeth A.; Rogers, Alistair; Leakey, Andrew D. B.
- Plant Physiology, Vol. 147, Issue 1
The use and misuse of V c,max in Earth System Models
journal, April 2013
- Rogers, Alistair
- Photosynthesis Research, Vol. 119, Issue 1-2
A thermal-based remote sensing technique for routine mapping of land-surface carbon, water and energy fluxes from field to regional scales
journal, December 2008
- Anderson, M.; Norman, J.; Kustas, W.
- Remote Sensing of Environment, Vol. 112, Issue 12
PLS-regression: a basic tool of chemometrics
journal, October 2001
- Wold, Svante; Sjöström, Michael; Eriksson, Lennart
- Chemometrics and Intelligent Laboratory Systems, Vol. 58, Issue 2
A new model of gross primary productivity for North American ecosystems based solely on the enhanced vegetation index and land surface temperature from MODIS
journal, April 2008
- Sims, D.; Rahman, A.; Cordova, V.
- Remote Sensing of Environment, Vol. 112, Issue 4
Co-limitation of photosynthetic capacity by nitrogen and phosphorus in West Africa woodlands: Nutrients constraints on photosynthesis in African woodlands
journal, January 2010
- Domingues, Tomas Ferreira; Meir, Patrick; Feldpausch, Ted R.
- Plant, Cell & Environment, Vol. 33, Issue 6
Estimation of vegetation photosynthetic capacity from space-based measurements of chlorophyll fluorescence for terrestrial biosphere models
journal, August 2014
- Zhang, Yongguang; Guanter, Luis; Berry, Joseph A.
- Global Change Biology, Vol. 20, Issue 12
The carbon costs for host trees of a phloem-feeding herbivore
journal, July 2007
- Dungan, Roger J.; Turnbull, Matthew H.; Kelly, Dave
- Journal of Ecology, Vol. 95, Issue 4
Uncertainties in CMIP5 Climate Projections due to Carbon Cycle Feedbacks
journal, January 2014
- Friedlingstein, Pierre; Meinshausen, Malte; Arora, Vivek K.
- Journal of Climate, Vol. 27, Issue 2
Can we measure terrestrial photosynthesis from space directly, using spectral reflectance and fluorescence?
journal, July 2007
- Grace, J.; Nichol, C.; Disney, M.
- Global Change Biology, Vol. 13, Issue 7
Temperature response of parameters of a biochemically based model of photosynthesis. II. A review of experimental data
journal, September 2002
- Medlyn, B. E.; Dreyer, E.; Ellsworth, D.
- Plant, Cell and Environment, Vol. 25, Issue 9
A modeling approach for upscaling gross ecosystem production to the landscape scale using remote sensing data
journal, January 2008
- Hilker, Thomas; Coops, Nicholas C.; Hall, Forrest G.
- Journal of Geophysical Research, Vol. 113, Issue G3
Spatial and seasonal variability of photosynthetic parameters and their relationship to leaf nitrogen in a deciduous forest
journal, May 2000
- Wilson, K. B.; Baldocchi, D. D.; Hanson, P. J.
- Tree Physiology, Vol. 20, Issue 9
Reflectance Wavebands and Indices for Remote Estimation of Photosynthesis and Stomatal Conductance in Pine Canopies
journal, January 1998
- Carter, Gregory A.
- Remote Sensing of Environment, Vol. 63, Issue 1
Testing the performance of a dynamic global ecosystem model: Water balance, carbon balance, and vegetation structure
journal, September 2000
- Kucharik, Christopher J.; Foley, Jonathan A.; Delire, Christine
- Global Biogeochemical Cycles, Vol. 14, Issue 3
Imaging spectroscopy algorithms for mapping canopy foliar chemical and morphological traits and their uncertainties
journal, December 2015
- Singh, Aditya; Serbin, Shawn P.; McNeil, Brenden E.
- Ecological Applications, Vol. 25, Issue 8
Temperature acclimation of photosynthesis: mechanisms involved in the changes in temperature dependence of photosynthetic rate
journal, December 2005
- Hikosaka, Kouki; Ishikawa, Kazumasa; Borjigidai, Almaz
- Journal of Experimental Botany, Vol. 57, Issue 2
Temperature acclimation in a biochemical model of photosynthesis: a reanalysis of data from 36 species
journal, September 2007
- Kattge, Jens; Knorr, Wolfgang
- Plant, Cell & Environment, Vol. 30, Issue 9
A biochemical model of photosynthetic CO2 assimilation in leaves of C3 species
journal, June 1980
- Farquhar, G. D.; von Caemmerer, S.; Berry, J. A.
- Planta, Vol. 149, Issue 1
Mechanistic scaling of ecosystem function and dynamics in space and time: Ecosystem Demography model version 2
journal, January 2009
- Medvigy, D.; Wofsy, S. C.; Munger, J. W.
- Journal of Geophysical Research, Vol. 114, Issue G1
The spectral image processing system (SIPS)—interactive visualization and analysis of imaging spectrometer data
journal, May 1993
- Kruse, F. A.; Lefkoff, A. B.; Boardman, J. W.
- Remote Sensing of Environment, Vol. 44, Issue 2-3
Leaf optical properties reflect variation in photosynthetic metabolism and its sensitivity to temperature
journal, October 2011
- Serbin, Shawn P.; Dillaway, Dylan N.; Kruger, Eric L.
- Journal of Experimental Botany, Vol. 63, Issue 1
The Ecophysiology of Foliar Anthocyanin
journal, April 2003
- Close, Dugald C.; Beadle, Christopher L.
- The Botanical Review, Vol. 69, Issue 2
Works referencing / citing this record:
Assessing Vegetation Function with Imaging Spectroscopy
journal, February 2019
- Gamon, J. A.; Somers, B.; Malenovský, Z.
- Surveys in Geophysics, Vol. 40, Issue 3
Using foliar spectral properties to assess the effects of drought on plant water potential
journal, September 2017
- Cotrozzi, Lorenzo; Couture, John J.; Cavender-Bares, Jeannine
- Tree Physiology, Vol. 37, Issue 11
Assessing vegetation function with imaging spectroscopy
text, January 2019
- Gamon, J. A.; Somers, B.; Malenovský, Zbyněk
- Springer
Terrestrial biosphere models may overestimate Arctic CO 2 assimilation if they do not account for decreased quantum yield and convexity at low temperature
journal, March 2019
- Rogers, Alistair; Serbin, Shawn P.; Ely, Kim S.
- New Phytologist, Vol. 223, Issue 1
Assessing Across-Scale Optical Diversity and Productivity Relationships in Grasslands of the Italian Alps
journal, March 2019
- Sakowska, Karolina; MacArthur, Alasdair; Gianelle, Damiano
- Remote Sensing, Vol. 11, Issue 6
Hyperspectral assessment of plant responses to multi‐stress environments: Prospects for managing protected agrosystems
journal, November 2019
- Cotrozzi, Lorenzo; Couture, John J.
- PLANTS, PEOPLE, PLANET, Vol. 2, Issue 3
Hyperspectral reflectance as a tool to measure biochemical and physiological traits in wheat
journal, December 2017
- Silva-Perez, Viridiana; Molero, Gemma; Serbin, Shawn P.
- Journal of Experimental Botany, Vol. 69, Issue 3
Describing prairie C4 plant species area coverage using hyperspectral reflectance
journal, July 2018
- Huemmrich, Karl Fred; Campbell, Petya E.; Voorhies, Sarah K.
- International Journal of Remote Sensing, Vol. 39, Issue 23
A roadmap for improving the representation of photosynthesis in Earth system models
journal, November 2016
- Rogers, Alistair; Medlyn, Belinda E.; Dukes, Jeffrey S.
- New Phytologist, Vol. 213, Issue 1
Remote Sensing of Grassland Biophysical Parameters in the Context of the Sentinel-2 Satellite Mission
journal, January 2016
- Sakowska, Karolina; Juszczak, Radoslaw; Gianelle, Damiano
- Journal of Sensors, Vol. 2016
A multiplexed gas exchange system for increased throughput of photosynthetic capacity measurements
journal, September 2018
- Salter, William T.; Gilbert, Matthew E.; Buckley, Thomas N.
- Plant Methods, Vol. 14, Issue 1
Estimating photosynthetic capacity from leaf reflectance and Chl fluorescence by coupling radiative transfer to a model for photosynthesis
journal, April 2019
- Vilfan, Nastassia; Tol, Christiaan; Verhoef, Wouter
- New Phytologist, Vol. 223, Issue 1
Improved estimates of global terrestrial photosynthesis using information on leaf chlorophyll content
journal, April 2019
- Luo, Xiangzhong; Croft, Holly; Chen, Jing M.
- Global Change Biology
Global photosynthetic capacity is optimized to the environment
journal, January 2019
- Smith, Nicholas G.; Keenan, Trevor F.; Colin Prentice, I.
- Ecology Letters, Vol. 22, Issue 3
The rapid A-C i response: photosynthesis in the phenomic era : Rapid
journal, March 2017
- Stinziano, Joseph R.; Morgan, Patrick B.; Lynch, Douglas J.
- Plant, Cell & Environment, Vol. 40, Issue 8
Hyperspectral Leaf Reflectance as Proxy for Photosynthetic Capacities: An Ensemble Approach Based on Multiple Machine Learning Algorithms
journal, June 2019
- Fu, Peng; Meacham-Hensold, Katherine; Guan, Kaiyu
- Frontiers in Plant Science, Vol. 10
Using multirate rapid A / C i curves as a tool to explore new questions in the photosynthetic physiology of plants
journal, January 2019
- Stinziano, Joseph R.; Adamson, Rachael K.; Hanson, David T.
- New Phytologist, Vol. 222, Issue 2
A multiplexed gas exchange system for increased throughput of photosynthetic capacity measurements
journal, September 2018
- Salter, William T.; Gilbert, Matthew E.; Buckley, Thomas N.
- Plant Methods, Vol. 14, Issue 1
From the Arctic to the tropics: multibiome prediction of leaf mass per area using leaf reflectance
journal, September 2019
- Serbin, Shawn P.; Wu, Jin; Ely, Kim S.
- New Phytologist, Vol. 224, Issue 4
The nitrogen cost of photosynthesis
journal, October 2018
- Evans, John R.; Clarke, Victoria C.
- Journal of Experimental Botany, Vol. 70, Issue 1
Retrieving Foliar Traits of Quercus garryana var. garryana across a Modified Landscape Using Leaf Spectroscopy and LiDAR
journal, December 2019
- Hacker, Paul W.; Coops, Nicholas C.; Townsend, Philip A.
- Remote Sensing, Vol. 12, Issue 1
Hyperspectral Leaf Reflectance as Proxy for Photosynthetic Capacities: An Ensemble Approach Based on Multiple Machine Learning Algorithms
journal, June 2019
- Fu, Peng; Meacham-Hensold, Katherine; Guan, Kaiyu
- Frontiers in Plant Science, Vol. 10
Vegetation demographics in Earth System Models: A review of progress and priorities
journal, October 2017
- Fisher, Rosie A.; Koven, Charles D.; Anderegg, William R. L.
- Global Change Biology, Vol. 24, Issue 1
Using imaging spectroscopy to detect variation in terrestrial ecosystem productivity across a water-stressed landscape
journal, May 2018
- DuBois, Sean; Desai, Ankur R.; Singh, Aditya
- Ecological Applications, Vol. 28, Issue 5
Leaf chlorophyll content as a proxy for leaf photosynthetic capacity
journal, January 2017
- Croft, Holly; Chen, Jing M.; Luo, Xiangzhong
- Global Change Biology, Vol. 23, Issue 9
A low-cost and open-source platform for automated imaging
journal, January 2019
- Lien, Max R.; Barker, Richard J.; Ye, Zhiwei
- Plant Methods, Vol. 15, Issue 1
A test of the ‘one-point method’ for estimating maximum carboxylation capacity from field-measured, light-saturated photosynthesis
journal, December 2015
- De Kauwe, Martin G.; Lin, Yan-Shih; Wright, Ian J.
- New Phytologist, Vol. 210, Issue 3
Leaf reflectance spectroscopy captures variation in carboxylation capacity across species, canopy environment and leaf age in lowland moist tropical forests
journal, June 2019
- Wu, Jin; Rogers, Alistair; Albert, Loren P.
- New Phytologist, Vol. 224, Issue 2
Retrieving Foliar Traits of Quercus garryana var. garryana across a Modified Landscape Using Leaf Spectroscopy and LiDAR
text, January 2020
- Hacker, Paul W.; Coops, Nicholas C.; Townsend, Philip A.
- Multidisciplinary Digital Publishing Institute
Seasonal responses of photosynthetic parameters in maize and sunflower and their relationship with leaf functional traits
journal, January 2019
- Miner, Grace L.; Bauerle, William L.
- Plant, Cell & Environment, Vol. 42, Issue 5
Estimating growth and photosynthetic properties of wheat grown in simulated saline field conditions using hyperspectral reflectance sensing and multivariate analysis
journal, November 2019
- El-Hendawy, Salah; Al-Suhaibani, Nasser; Alotaibi, Majed
- Scientific Reports, Vol. 9, Issue 1
Beyond greenness: Detecting temporal changes in photosynthetic capacity with hyperspectral reflectance data
journal, December 2017
- Barnes, Mallory L.; Breshears, David D.; Law, Darin J.
- PLOS ONE, Vol. 12, Issue 12
Figures / Tables found in this record:
Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.