BESS-STAIR: a framework to estimate daily, 30m, and all-weather crop evapotranspiration using multi-source satellite data for the US Corn Belt

Jiang, Chongya; Guan, Kaiyu; Pan, Ming; Ryu, Youngryel; Peng, Bin; Wang, Sibo

doi:10.5194/hess-24-1251-2020

Title: BESS-STAIR: a framework to estimate daily, 30m, and all-weather crop evapotranspiration using multi-source satellite data for the US Corn Belt

Journal Article · Fri Mar 20 00:00:00 UTC 2020 · Hydrology and Earth System Sciences (Online)

DOI: https://doi.org/10.5194/hess-24-1251-2020 · OSTI ID:1616269

^[1]; Guan, Kaiyu ^[2]; Pan, Ming ^[3];

^[4]; Peng, Bin ^[2];

^[2]

Univ. of Illinois at Urbana-Champaign, IL (United States); CABBI
Univ. of Illinois at Urbana-Champaign, IL (United States)
Princeton Univ., NJ (United States)
Seoul National Univ. (Korea, Republic of)

Abstract. With increasing crop water demands and drought threats, mapping andmonitoring of cropland evapotranspiration (ET) at high spatial and temporalresolutions become increasingly critical for water management andsustainability. However, estimating ET from satellites for precise waterresource management is still challenging due to the limitations in bothexisting ET models and satellite input data. Specifically, the process of ETis complex and difficult to model, and existing satellite remote-sensing datacould not fulfill high resolutions in both space and time. To address theabove two issues, this study presents a new high spatiotemporal resolution ETmapping framework, i.e., BESS-STAIR, which integrates a satellite-drivenwater–carbon–energy coupled biophysical model, BESS (Breathing Earth SystemSimulator), with a generic and fully automated fusion algorithm, STAIR(SaTallite dAta IntegRation). In this framework, STAIR provides daily 30'mmultispectral surface reflectance by fusing Landsat and MODIS satellite datato derive a fine-resolution leaf area index and visible/near-infrared albedo,all of which, along with coarse-resolution meteorological and CO₂ data, are used to drive BESS to estimate gap-free 30 m resolution daily ET.We applied BESS-STAIR from 2000 through 2017 in six areas across the US CornBelt and validated BESS-STAIR ET estimations using flux-tower measurementsover 12 sites (85 site years). Results showed that BESS-STAIR daily ETachieved an overall R2=0.75, with root mean square error RMSE=0.93 mm d^-1 and relative error RE =27.9 % when benchmarkedwith the flux measurements. In addition, BESS-STAIR ET estimations capturedthe spatial patterns, seasonal cycles, and interannual dynamics well indifferent sub-regions. The high performance of the BESS-STAIR frameworkprimarily resulted from (1) the implementation of coupled constraints onwater, carbon, and energy in BESS, (2) high-quality daily 30 m data from theSTAIR fusion algorithm, and (3) BESS's applicability under all-skyconditions. BESS-STAIR is calibration-free and has great potentials to be areliable tool for water resource management and precision agricultureapplications for the US Corn Belt and even worldwide given the globalcoverage of its input data.

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Research Organization:: Center for Advanced Bioenergy and Bioproducts Innovation (CABBI), Urbana, IL (United States)

Sponsoring Organization:: USDOE Office of Science (SC), Biological and Environmental Research (BER) (SC-23)

Grant/Contract Number:: SC0018420

OSTI ID:: 1616269

Journal Information:: Hydrology and Earth System Sciences (Online), Journal Name: Hydrology and Earth System Sciences (Online) Journal Issue: 3 Vol. 24; ISSN 1607-7938

Publisher:: European Geosciences Union (EGU)Copyright Statement

Country of Publication:: United States

Language:: English

References (116)

MODIS Collection 6 aerosol products: Comparison between Aqua's e-Deep Blue, Dark Target, and “merged” data sets, and usage recommendations Sayer, A. M.; Munchak, L. A.; Hsu, N. C. Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 24 https://doi.org/10.1002/2014JD022453	journal	December 2014
Water balance-based actual evapotranspiration reconstruction from ground and satellite observations over the conterminous United States: WATER BALANCE-BASED OBSERVATIONAL ET RECONSTRUCTION Wan, Zhanming; Zhang, Ke; Xue, Xianwu Water Resources Research, Vol. 51, Issue 8 https://doi.org/10.1002/2015WR017311	journal	August 2015
A review of remote sensing based actual evapotranspiration estimation: A review of remote sensing evapotranspiration Zhang, Ke; Kimball, John S.; Running, Steven W. Wiley Interdisciplinary Reviews: Water, Vol. 3, Issue 6 https://doi.org/10.1002/wat2.1168	journal	July 2016
A data fusion approach for mapping daily evapotranspiration at field scale: Data Fusion Approach for Mapping Daily ET Cammalleri, C.; Anderson, M. C.; Gao, F. Water Resources Research, Vol. 49, Issue 8 https://doi.org/10.1002/wrcr.20349	journal	August 2013
A Model Predicting Stomatal Conductance and its Contribution to the Control of Photosynthesis under Different Environmental Conditions Ball, J. Timothy; Woodrow, Ian E.; Berry, Joseph A. Progress in Photosynthesis Research https://doi.org/10.1007/978-94-017-0519-6_48	book	January 1987
Estimating Land Surface Evaporation: A Review of Methods Using Remotely Sensed Surface Temperature Data Kalma, Jetse D.; McVicar, Tim R.; McCabe, Matthew F. Surveys in Geophysics, Vol. 29, Issue 4-5 https://doi.org/10.1007/s10712-008-9037-z	journal	August 2008
Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods Verrelst, Jochem; Malenovský, Zbyněk; Van der Tol, Christiaan Surveys in Geophysics, Vol. 40, Issue 3 https://doi.org/10.1007/s10712-018-9478-y	journal	June 2018
Light scattering by leaf layers with application to canopy reflectance modeling: The SAIL model Verhoef, W. Remote Sensing of Environment, Vol. 16, Issue 2 https://doi.org/10.1016/0034-4257(84)90057-9	journal	October 1984
Earth observation modeling based on layer scattering matrices Verhoef, W. Remote Sensing of Environment, Vol. 17, Issue 2 https://doi.org/10.1016/0034-4257(85)90072-0	journal	April 1985
PROSPECT: A model of leaf optical properties spectra Jacquemoud, S.; Baret, F. Remote Sensing of Environment, Vol. 34, Issue 2 https://doi.org/10.1016/0034-4257(90)90100-Z	journal	November 1990
Estimating leaf biochemistry using the PROSPECT leaf optical properties model Jacquemoud, S.; Ustin, S. L.; Verdebout, J. Remote Sensing of Environment, Vol. 56, Issue 3 https://doi.org/10.1016/0034-4257(95)00238-3	journal	June 1996
Applications of solutions to non-linear energy budget equations Paw U., Kyaw Tha; Gao, Weigang Agricultural and Forest Meteorology, Vol. 43, Issue 2 https://doi.org/10.1016/0168-1923(88)90087-1	journal	July 1988
Physiological and environmental regulation of stomatal conductance, photosynthesis and transpiration: a model that includes a laminar boundary layer Collatz, G. James; Ball, J. Timothy; Grivet, Cyril Agricultural and Forest Meteorology, Vol. 54, Issue 2-4 https://doi.org/10.1016/0168-1923(91)90002-8	journal	April 1991
Narrowband to broadband conversions of land surface albedo I Liang, Shunlin Remote Sensing of Environment, Vol. 76, Issue 2 https://doi.org/10.1016/S0034-4257(00)00205-4	journal	May 2001
Design and analysis of numerical experiments to compare four canopy reflectance models Bacour, C. Remote Sensing of Environment, Vol. 79, Issue 1 https://doi.org/10.1016/S0034-4257(01)00240-1	journal	January 2002
Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data Myneni, R. B.; Hoffman, S.; Knyazikhin, Y. Remote Sensing of Environment, Vol. 83, Issue 1-2 https://doi.org/10.1016/S0034-4257(02)00074-3	journal	November 2002
First operational BRDF, albedo nadir reflectance products from MODIS Schaaf, Crystal B.; Gao, Feng; Strahler, Alan H. Remote Sensing of Environment, Vol. 83, Issue 1-2 https://doi.org/10.1016/S0034-4257(02)00091-3	journal	November 2002
A Two-Source Time-Integrated Model for Estimating Surface Fluxes Using Thermal Infrared Remote Sensing Anderson, M. Remote Sensing of Environment, Vol. 60, Issue 2 https://doi.org/10.1016/S0034-4257(96)00215-5	journal	May 1997
On using eco-physiological, micrometeorological and biogeochemical theory to evaluate carbon dioxide, water vapor and trace gas fluxes over vegetation: a perspective Baldocchi, Dennis; Meyers, Tilden Agricultural and Forest Meteorology, Vol. 90, Issue 1-2 https://doi.org/10.1016/S0168-1923(97)00072-5	journal	March 1998
Growing season carbon dioxide exchange in irrigated and rainfed maize Suyker, A. E.; Verma, S. B.; Burba, G. G. Agricultural and Forest Meteorology, Vol. 124, Issue 1-2 https://doi.org/10.1016/j.agrformet.2004.01.011	journal	July 2004
An assessment of storage terms in the surface energy balance of maize and soybean Meyers, T. Agricultural and Forest Meteorology, Vol. 125, Issue 1-2 https://doi.org/10.1016/j.agrformet.2004.03.001	journal	September 2004
Modelling multi-year coupled carbon and water fluxes in a boreal aspen forest Ju, Weimin; Chen, Jing M.; Black, T. Andrew Agricultural and Forest Meteorology, Vol. 140, Issue 1-4 https://doi.org/10.1016/j.agrformet.2006.08.008	journal	November 2006
Determining vegetation indices from solar and photosynthetically active radiation fluxes Wilson, T. B.; Meyers, T. P. Agricultural and Forest Meteorology, Vol. 144, Issue 3-4 https://doi.org/10.1016/j.agrformet.2007.04.001	journal	June 2007
On the temporal upscaling of evapotranspiration from instantaneous remote sensing measurements to 8-day mean daily-sums Ryu, Youngryel; Baldocchi, Dennis D.; Black, T. Andrew Agricultural and Forest Meteorology, Vol. 152 https://doi.org/10.1016/j.agrformet.2011.09.010	journal	January 2012
Is the spherical leaf inclination angle distribution a valid assumption for temperate and boreal broadleaf tree species? Pisek, Jan; Sonnentag, Oliver; Richardson, Andrew D. Agricultural and Forest Meteorology, Vol. 169 https://doi.org/10.1016/j.agrformet.2012.10.011	journal	February 2013
Mapping daily evapotranspiration based on spatiotemporal fusion of ASTER and MODIS images over irrigated agricultural areas in the Heihe River Basin, Northwest China Li, Yan; Huang, Chunlin; Hou, Jinliang Agricultural and Forest Meteorology, Vol. 244-245 https://doi.org/10.1016/j.agrformet.2017.05.023	journal	October 2017
BESS-Rice: A remote sensing derived and biophysical process-based rice productivity simulation model Huang, Yan; Ryu, Youngryel; Jiang, Chongya Agricultural and Forest Meteorology, Vol. 256-257 https://doi.org/10.1016/j.agrformet.2018.03.014	journal	June 2018
Merging remote sensing data and national agricultural statistics to model change in irrigated agriculture Brown, Jesslyn F.; Pervez, Md Shahriar Agricultural Systems, Vol. 127 https://doi.org/10.1016/j.agsy.2014.01.004	journal	May 2014
Model estimates of net primary productivity, evapotranspiration, and water use efficiency in the terrestrial ecosystems of the southern United States during 1895–2007 Tian, Hanqin; Chen, Guangsheng; Liu, Mingliang Forest Ecology and Management, Vol. 259, Issue 7 https://doi.org/10.1016/j.foreco.2009.10.009	journal	March 2010
Optical remotely sensed time series data for land cover classification: A review Gómez, Cristina; White, Joanne C.; Wulder, Michael A. ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 116 https://doi.org/10.1016/j.isprsjprs.2016.03.008	journal	June 2016
Automated mapping of soybean and corn using phenology Zhong, Liheng; Hu, Lina; Yu, Le ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 119 https://doi.org/10.1016/j.isprsjprs.2016.05.014	journal	September 2016
Inversion of the PROSAIL model to estimate leaf area index of maize, potato, and sunflower fields from unmanned aerial vehicle hyperspectral data Duan, Si-Bo; Li, Zhao-Liang; Wu, Hua International Journal of Applied Earth Observation and Geoinformation, Vol. 26 https://doi.org/10.1016/j.jag.2013.05.007	journal	February 2014
Trend and magnitude of changes in climate variables and reference evapotranspiration over 116-yr period in the Platte River Basin, central Nebraska–USA Irmak, Suat; Kabenge, Isa; Skaggs, Kari E. Journal of Hydrology, Vol. 420-421 https://doi.org/10.1016/j.jhydrol.2011.12.006	journal	February 2012
Scale influences on the remote estimation of evapotranspiration using multiple satellite sensors McCabe, Matthew F.; Wood, Eric F. Remote Sensing of Environment, Vol. 105, Issue 4 https://doi.org/10.1016/j.rse.2006.07.006	journal	December 2006
LAI, fAPAR and fCover CYCLOPES global products derived from VEGETATION Baret, Frédéric; Hagolle, Olivier; Geiger, Bernhard Remote Sensing of Environment, Vol. 110, Issue 3 https://doi.org/10.1016/j.rse.2007.02.018	journal	October 2007
A coupled 1-D atmosphere and 3-D canopy radiative transfer model for canopy reflectance, light environment, and photosynthesis simulation in a heterogeneous landscape Kobayashi, H.; Iwabuchi, H. Remote Sensing of Environment, Vol. 112, Issue 1 https://doi.org/10.1016/j.rse.2007.04.010	journal	January 2008
Global estimates of the land–atmosphere water flux based on monthly AVHRR and ISLSCP-II data, validated at 16 FLUXNET sites Fisher, Joshua B.; Tu, Kevin P.; Baldocchi, Dennis D. Remote Sensing of Environment, Vol. 112, Issue 3 https://doi.org/10.1016/j.rse.2007.06.025	journal	March 2008
Inversion of a radiative transfer model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland Darvishzadeh, Roshanak; Skidmore, Andrew; Schlerf, Martin Remote Sensing of Environment, Vol. 112, Issue 5 https://doi.org/10.1016/j.rse.2007.12.003	journal	May 2008
PROSPECT+SAIL models: A review of use for vegetation characterization Jacquemoud, Stéphane; Verhoef, Wout; Baret, Frédéric Remote Sensing of Environment, Vol. 113 https://doi.org/10.1016/j.rse.2008.01.026	journal	September 2009
PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments Feret, Jean-Baptiste; François, Christophe; Asner, Gregory P. Remote Sensing of Environment, Vol. 112, Issue 6 https://doi.org/10.1016/j.rse.2008.02.012	journal	June 2008
Evaluating evapotranspiration and water-use efficiency of terrestrial ecosystems in the conterminous United States using MODIS and AmeriFlux data Lu, Xiaoliang; Zhuang, Qianlai Remote Sensing of Environment, Vol. 114, Issue 9 https://doi.org/10.1016/j.rse.2010.04.001	journal	September 2010
An enhanced spatial and temporal adaptive reflectance fusion model for complex heterogeneous regions Zhu, Xiaolin; Chen, Jin; Gao, Feng Remote Sensing of Environment, Vol. 114, Issue 11 https://doi.org/10.1016/j.rse.2010.05.032	journal	November 2010
Improvements to a MODIS global terrestrial evapotranspiration algorithm Mu, Qiaozhen; Zhao, Maosheng; Running, Steven W. Remote Sensing of Environment, Vol. 115, Issue 8 https://doi.org/10.1016/j.rse.2011.02.019	journal	August 2011
Evaluation of optical remote sensing to estimate actual evapotranspiration and canopy conductance Yebra, Marta; Van Dijk, Albert; Leuning, Ray Remote Sensing of Environment, Vol. 129 https://doi.org/10.1016/j.rse.2012.11.004	journal	February 2013
Estimating landscape net ecosystem exchange at high spatial–temporal resolution based on Landsat data, an improved upscaling model framework, and eddy covariance flux measurements Fu, Dongjie; Chen, Baozhang; Zhang, Huifang Remote Sensing of Environment, Vol. 141 https://doi.org/10.1016/j.rse.2013.10.029	journal	February 2014
Global sensitivity analysis of the spectral radiance of a soil–vegetation system Mousivand, Alijafar; Menenti, Massimo; Gorte, Ben Remote Sensing of Environment, Vol. 145 https://doi.org/10.1016/j.rse.2014.01.023	journal	April 2014
Integrated fusion of multi-scale polar-orbiting and geostationary satellite observations for the mapping of high spatial and temporal resolution land surface temperature Wu, Penghai; Shen, Huanfeng; Zhang, Liangpei Remote Sensing of Environment, Vol. 156 https://doi.org/10.1016/j.rse.2014.09.013	journal	January 2015
Remotely estimating photosynthetic capacity, and its response to temperature, in vegetation canopies using imaging spectroscopy Serbin, Shawn P.; Singh, Aditya; Desai, Ankur R. Remote Sensing of Environment, Vol. 167 https://doi.org/10.1016/j.rse.2015.05.024	journal	September 2015
Evaluation of the Landsat-5 TM and Landsat-7 ETM+ surface reflectance products Claverie, Martin; Vermote, Eric F.; Franch, Belen Remote Sensing of Environment, Vol. 169 https://doi.org/10.1016/j.rse.2015.08.030	journal	November 2015
Evaluating Landsat 8 evapotranspiration for water use mapping in the Colorado River Basin Senay, Gabriel B.; Friedrichs, MacKenzie; Singh, Ramesh K. Remote Sensing of Environment, Vol. 185 https://doi.org/10.1016/j.rse.2015.12.043	journal	November 2016
Multi-scale evaluation of global gross primary productivity and evapotranspiration products derived from Breathing Earth System Simulator (BESS) Jiang, Chongya; Ryu, Youngryel Remote Sensing of Environment, Vol. 186 https://doi.org/10.1016/j.rse.2016.08.030	journal	December 2016
Toward mapping crop progress at field scales through fusion of Landsat and MODIS imagery Gao, Feng; Anderson, Martha C.; Zhang, Xiaoyang Remote Sensing of Environment, Vol. 188 https://doi.org/10.1016/j.rse.2016.11.004	journal	January 2017
Evaluation of the VIIRS BRDF, Albedo and NBAR products suite and an assessment of continuity with the long term MODIS record Liu, Yan; Wang, Zhuosen; Sun, Qingsong Remote Sensing of Environment, Vol. 201 https://doi.org/10.1016/j.rse.2017.09.020	journal	November 2017
MODIS-derived global land products of shortwave radiation and diffuse and total photosynthetically active radiation at 5 km resolution from 2000 Ryu, Youngryel; Jiang, Chongya; Kobayashi, Hideki Remote Sensing of Environment, Vol. 204 https://doi.org/10.1016/j.rse.2017.09.021	journal	January 2018
Field-scale mapping of evaporative stress indicators of crop yield: An application over Mead, NE, USA Yang, Yang; Anderson, Martha C.; Gao, Feng Remote Sensing of Environment, Vol. 210 https://doi.org/10.1016/j.rse.2018.02.020	journal	June 2018
A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach Cai, Yaping; Guan, Kaiyu; Peng, Jian Remote Sensing of Environment, Vol. 210 https://doi.org/10.1016/j.rse.2018.02.045	journal	June 2018
A Cubesat enabled Spatio-Temporal Enhancement Method (CESTEM) utilizing Planet, Landsat and MODIS data Houborg, Rasmus; McCabe, Matthew F. Remote Sensing of Environment, Vol. 209 https://doi.org/10.1016/j.rse.2018.02.067	journal	May 2018
Spatially-explicit monitoring of crop photosynthetic capacity through the use of space-based chlorophyll fluorescence data Zhang, Yongguang; Guanter, Luis; Joiner, Joanna Remote Sensing of Environment, Vol. 210 https://doi.org/10.1016/j.rse.2018.03.031	journal	June 2018
STAIR: A generic and fully-automated method to fuse multiple sources of optical satellite data to generate a high-resolution, daily and cloud-/gap-free surface reflectance product Luo, Yunan; Guan, Kaiyu; Peng, Jian Remote Sensing of Environment, Vol. 214 https://doi.org/10.1016/j.rse.2018.04.042	journal	September 2018
Estimation of daily evapotranspiration and irrigation water efficiency at a Landsat-like scale for an arid irrigation area using multi-source remote sensing data Ma, Yanfei; Liu, Shaomin; Song, Lisheng Remote Sensing of Environment, Vol. 216 https://doi.org/10.1016/j.rse.2018.07.019	journal	October 2018
Retrieving leaf chlorophyll content using a matrix-based vegetation index combination approach Xu, Mingzhu; Liu, Ronggao; Chen, Jing M. Remote Sensing of Environment, Vol. 224 https://doi.org/10.1016/j.rse.2019.01.039	journal	April 2019
Where is the USA Corn Belt, and how is it changing? Green, Timothy R.; Kipka, Holm; David, Olaf Science of The Total Environment, Vol. 618 https://doi.org/10.1016/j.scitotenv.2017.09.325	journal	March 2018
A methodology for estimation of surface evapotranspiration over large areas using remote sensing observations Jiang, Le; Islam, Shafiqul Geophysical Research Letters, Vol. 26, Issue 17 https://doi.org/10.1029/1999GL006049	journal	September 1999
An evaluation of MODIS 250-m data for green LAI estimation in crops Gitelson, Anatoly A.; Wardlow, Brian D.; Keydan, Galina P. Geophysical Research Letters, Vol. 34, Issue 20 https://doi.org/10.1029/2007GL031620	journal	January 2007
Influence of C ₄ vegetation on ¹³ CO ₂ discrimination and isoforcing in the upper Midwest, United States : INFLUENCE OF C Griffis, T. J.; Baker, J. M.; Sargent, S. D. Global Biogeochemical Cycles, Vol. 24, Issue 4 https://doi.org/10.1029/2009GB003768	journal	October 2010
Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data Bonan, Gordon B.; Lawrence, Peter J.; Oleson, Keith W. Journal of Geophysical Research, Vol. 116, Issue G2 https://doi.org/10.1029/2010JG001593	journal	January 2011
Integration of MODIS land and atmosphere products with a coupled-process model to estimate gross primary productivity and evapotranspiration from 1 km to global scales: GLOBAL GPP AND ET Ryu, Youngryel; Baldocchi, Dennis D.; Kobayashi, Hideki Global Biogeochemical Cycles, Vol. 25, Issue 4 https://doi.org/10.1029/2011GB004053	journal	December 2011
Mapping of CO ₂ at high spatiotemporal resolution using satellite observations: Global distributions from OCO-2 : HIGH RESOLUTION MAPPING OF SATELLITE CO Hammerling, Dorit M.; Michalak, Anna M.; Kawa, S. Randolph Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D6 https://doi.org/10.1029/2011JD017015	journal	March 2012
Evapotranspiration: A process driving mass transport and energy exchange in the soil-plant-atmosphere-climate system: EVAPOTRANSPIRATION AND CLIMATE Katul, Gabriel G.; Oren, Ram; Manzoni, Stefano Reviews of Geophysics, Vol. 50, Issue 3 https://doi.org/10.1029/2011RG000366	journal	July 2012
A review of global terrestrial evapotranspiration: Observation, modeling, climatology, and climatic variability: GLOBAL TERRESTRIAL EVAPOTRANSPIRATION Wang, Kaicun; Dickinson, Robert E. Reviews of Geophysics, Vol. 50, Issue 2 https://doi.org/10.1029/2011RG000373	journal	May 2012
How Much Water Is Evaporated Across California? A Multiyear Assessment Using a Biophysical Model Forced With Satellite Remote Sensing Data Baldocchi, Dennis; Dralle, David; Jiang, Chongya Water Resources Research, Vol. 55, Issue 4 https://doi.org/10.1029/2018WR023884	journal	April 2019
Recent decline in the global land evapotranspiration trend due to limited moisture supply Jung, Martin; Reichstein, Markus; Ciais, Philippe Nature, Vol. 467, Issue 7318 https://doi.org/10.1038/nature09396	journal	October 2010
Investigation of a model inversion technique to estimate canopy biophysical variables from spectral and directional reflectance data Weiss, Marie; Baret, Frédéric; Myneni, Ranga B. Agronomie, Vol. 20, Issue 1 https://doi.org/10.1051/agro:2000105	journal	January 2000
Application of SEBAL Model for Mapping Evapotranspiration and Estimating Surface Energy Fluxes in South-Central Nebraska Singh, Ramesh K.; Irmak, Ayse; Irmak, Suat Journal of Irrigation and Drainage Engineering, Vol. 134, Issue 3 https://doi.org/10.1061/(ASCE)0733-9437(2008)134:3(273)	journal	June 2008
Coupled Photosynthesis-Stomatal Conductance Model for Leaves of C4 Plants Collatz, Gj; Ribas-Carbo, M.; Berry, Ja Functional Plant Biology, Vol. 19, Issue 5 https://doi.org/10.1071/PP9920519	journal	January 1992
Recent land use change in the Western Corn Belt threatens grasslands and wetlands Wright, C. K.; Wimberly, M. C. Proceedings of the National Academy of Sciences, Vol. 110, Issue 10 https://doi.org/10.1073/pnas.1215404110	journal	February 2013
A fully traits-based approach to modeling global vegetation distribution van Bodegom, P. M.; Douma, J. C.; Verheijen, L. M. Proceedings of the National Academy of Sciences, Vol. 111, Issue 38 https://doi.org/10.1073/pnas.1304551110	journal	September 2014
Potential of the remotely-derived products in monitoring ecosystem water use efficiency across grasslands in Northern China Wei, Jin; Chen, Yanan; Gu, Qing International Journal of Remote Sensing, Vol. 40, Issue 16 https://doi.org/10.1080/01431161.2019.1587208	journal	March 2019
Monitoring US agriculture: the US Department of Agriculture, National Agricultural Statistics Service, Cropland Data Layer Program Boryan, Claire; Yang, Zhengwei; Mueller, Rick Geocarto International, Vol. 26, Issue 5 https://doi.org/10.1080/10106049.2011.562309	journal	August 2011
ECOSTRESS, A NASA Earth-Ventures Instrument for studying links between the water cycle and plant health over the diurnal cycle Hulley, Glynn; Hook, Simon; Fisher, Joshua 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) https://doi.org/10.1109/IGARSS.2017.8128248	conference	July 2017
A Landsat Surface Reflectance Dataset for North America, 1990–2000 Masek, J. G.; Vermote, E. F.; Saleous, N. E. IEEE Geoscience and Remote Sensing Letters, Vol. 3, Issue 1 https://doi.org/10.1109/LGRS.2005.857030	journal	January 2006
Verification of NCEP Reanalysis Shortwave Radiation With Mesoscale Remote Sensing Data Babst, F.; Mueller, R. W.; Hollmann, R. IEEE Geoscience and Remote Sensing Letters, Vol. 5, Issue 1 https://doi.org/10.1109/LGRS.2007.907537	journal	January 2008
On the blending of the Landsat and MODIS surface reflectance: predicting daily Landsat surface reflectance IEEE Transactions on Geoscience and Remote Sensing, Vol. 44, Issue 8 https://doi.org/10.1109/TGRS.2006.872081	journal	August 2006
Estimation of vegetation photosynthetic capacity from space-based measurements of chlorophyll fluorescence for terrestrial biosphere models Zhang, Yongguang; Guanter, Luis; Berry, Joseph A. Global Change Biology, Vol. 20, Issue 12 https://doi.org/10.1111/gcb.12664	journal	August 2014
The conversion of the corn/soybean ecosystem to no-till agriculture may result in a carbon sink Bernacchi, Carl J.; Hollinger, Steven E.; Meyers, Tilden Global Change Biology, Vol. 0, Issue 0 https://doi.org/10.1111/j.1365-2486.2005.01050.x	journal	October 2005
Quantifying photosynthetic capacity and its relationship to leaf nitrogen content for global-scale terrestrial biosphere models Kattge, Jens; Knorr, Wolfgang; Raddatz, Thomas Global Change Biology, Vol. 15, Issue 4 https://doi.org/10.1111/j.1365-2486.2008.01744.x	journal	April 2009
Leaf nitrogen, photosynthesis, conductance and transpiration: scaling from leaves to canopies Leuning, R.; Kelliher, F. M.; Pury, D. G. G. Plant, Cell and Environment, Vol. 18, Issue 10 https://doi.org/10.1111/j.1365-3040.1995.tb00628.x	journal	October 1995
Simple scaling of photosynthesis from leaves to canopies without the errors of big-leaf models De Pury, D. G. G.; Farquhar, G. D. Plant, Cell and Environment, Vol. 20, Issue 5 https://doi.org/10.1111/j.1365-3040.1997.00094.x	journal	May 1997
Photosynthetic responses to altitude: an explanation based on optimality principles Wang, Han; Prentice, I. Colin; Davis, Tyler W. New Phytologist, Vol. 213, Issue 3 https://doi.org/10.1111/nph.14332	journal	November 2016
The impact of alternative trait-scaling hypotheses for the maximum photosynthetic carboxylation rate ( V _cmax ) on global gross primary production Walker, Anthony P.; Quaife, Tristan; van Bodegom, Peter M. New Phytologist, Vol. 215, Issue 4 https://doi.org/10.1111/nph.14623	journal	June 2017
Estimating the sensitivity of stomatal conductance to photosynthesis: a review: The sensitivity of conductance to photosynthesis Miner, Grace L.; Bauerle, William L.; Baldocchi, Dennis D. Plant, Cell & Environment, Vol. 40, Issue 7 https://doi.org/10.1111/pce.12871	journal	February 2017
Greater Sensitivity to Drought Accompanies Maize Yield Increase in the U.S. Midwest Lobell, D. B.; Roberts, M. J.; Schlenker, W. Science, Vol. 344, Issue 6183 https://doi.org/10.1126/science.1251423	journal	May 2014
Limits on Yields in the Corn Belt Ort, D. R.; Long, S. P. Science, Vol. 344, Issue 6183 https://doi.org/10.1126/science.1253884	journal	May 2014
Modeling the Exchanges of Energy, Water, and Carbon Between Continents and the Atmosphere Sellers, P. J. Science, Vol. 275, Issue 5299 https://doi.org/10.1126/science.275.5299.502	journal	January 1997
The GOES-R Proving Ground: Accelerating User Readiness for the Next-Generation Geostationary Environmental Satellite System Goodman, Steven J.; Gurka, James; DeMaria, Mark Bulletin of the American Meteorological Society, Vol. 93, Issue 7 https://doi.org/10.1175/BAMS-D-11-00175.1	journal	July 2012
A Closer Look at the ABI on the GOES-R Series Schmit, Timothy J.; Griffith, Paul; Gunshor, Mathew M. Bulletin of the American Meteorological Society, Vol. 98, Issue 4 https://doi.org/10.1175/BAMS-D-15-00230.1	journal	April 2017
Flash Droughts: A Review and Assessment of the Challenges Imposed by Rapid-Onset Droughts in the United States Otkin, Jason A.; Svoboda, Mark; Hunt, Eric D. Bulletin of the American Meteorological Society, Vol. 99, Issue 5 https://doi.org/10.1175/BAMS-D-17-0149.1	journal	May 2018
MODIS Cloud-Top Property Refinements for Collection 6 Baum, Bryan A.; Menzel, W. Paul; Frey, Richard A. Journal of Applied Meteorology and Climatology, Vol. 51, Issue 6 https://doi.org/10.1175/JAMC-D-11-0203.1	journal	June 2012
Multisource Estimation of Long-Term Terrestrial Water Budget for Major Global River Basins Pan, Ming; Sahoo, Alok K.; Troy, Tara J. Journal of Climate, Vol. 25, Issue 9 https://doi.org/10.1175/JCLI-D-11-00300.1	journal	May 2012
The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2) Gelaro, Ronald; McCarty, Will; Suárez, Max J. Journal of Climate, Vol. 30, Issue 14 https://doi.org/10.1175/JCLI-D-16-0758.1	journal	July 2017
Temporal Changes in c and n Stocks of Restored Prairie: Implications for c Sequestration Strategies Matamala, R.; Jastrow, J. D.; Miller, R. M. Ecological Applications, Vol. 18, Issue 6 https://doi.org/10.1890/07-1609.1	journal	September 2008
Green Leaf Area Index Estimation in Maize and Soybean: Combining Vegetation Indices to Achieve Maximal Sensitivity Nguy-Robertson, Anthony; Gitelson, Anatoly; Peng, Yi Agronomy Journal, Vol. 104, Issue 5 https://doi.org/10.2134/agronj2012.0065	journal	September 2012
Impact of Kura Clover Living Mulch on Nitrous Oxide Emissions in a Corn-Soybean System Turner, Peter A.; Baker, John M.; Griffis, Timothy J. Journal of Environmental Quality, Vol. 45, Issue 5 https://doi.org/10.2134/jeq2016.01.0036	journal	September 2016
Field-Scale Assessment of Land and Water Use Change over the California Delta Using Remote Sensing Anderson, Martha; Gao, Feng; Knipper, Kyle Remote Sensing, Vol. 10, Issue 6 https://doi.org/10.3390/rs10060889	journal	June 2018
Land Surface Temperature Retrieval from Sentinel-3A Sea and Land Surface Temperature Radiometer, Using a Split-Window Algorithm Zheng, Yitong; Ren, Huazhong; Guo, Jinxin Remote Sensing, Vol. 11, Issue 6 https://doi.org/10.3390/rs11060650	journal	March 2019
Evaluation of the Reanalysis Surface Incident Shortwave Radiation Products from NCEP, ECMWF, GSFC, and JMA Using Satellite and Surface Observations Zhang, Xiaotong; Liang, Shunlin; Wang, Guoxin Remote Sensing, Vol. 8, Issue 3 https://doi.org/10.3390/rs8030225	journal	March 2016
A Review of Current Methodologies for Regional Evapotranspiration Estimation from Remotely Sensed Data Li, Zhao-Liang; Tang, Ronglin; Wan, Zhengming Sensors, Vol. 9, Issue 5 https://doi.org/10.3390/s90503801	journal	May 2009
The Greenhouse Gas Climate Change Initiative (GHG-CCI): comparative validation of GHG-CCI SCIAMACHY/ENVISAT and TANSO-FTS/GOSAT CO ₂ and CH ₄ retrieval algorithm products with measurements from the TCCON Dils, B.; Buchwitz, M.; Reuter, M. Atmospheric Measurement Techniques, Vol. 7, Issue 6 https://doi.org/10.5194/amt-7-1723-2014	journal	January 2014
Remotely sensed land-surface energy fluxes at sub-field scale in heterogeneous agricultural landscape and coniferous plantation Guzinski, R.; Nieto, H.; Jensen, R. Biogeosciences, Vol. 11, Issue 18 https://doi.org/10.5194/bg-11-5021-2014	journal	January 2014
A model inter-comparison study to examine limiting factors in modelling Australian tropical savannas Whitley, Rhys; Beringer, Jason; Hutley, Lindsay B. Biogeosciences, Vol. 13, Issue 11 https://doi.org/10.5194/bg-13-3245-2016	journal	January 2016
Challenges and opportunities in land surface modelling of savanna ecosystems Whitley, Rhys; Beringer, Jason; Hutley, Lindsay B. Biogeosciences, Vol. 14, Issue 20 https://doi.org/10.5194/bg-14-4711-2017	journal	January 2017
High-resolution land surface fluxes from satellite and reanalysis data (HOLAPS v1.0): evaluation and uncertainty assessment Loew, Alexander; Peng, Jian; Borsche, Michael Geoscientific Model Development, Vol. 9, Issue 7 https://doi.org/10.5194/gmd-9-2499-2016	journal	January 2016
Global land-surface evaporation estimated from satellite-based observations Miralles, D. G.; Holmes, T. R. H.; De Jeu, R. A. M. Hydrology and Earth System Sciences, Vol. 15, Issue 2 https://doi.org/10.5194/hess-15-453-2011	journal	January 2011
The future of Earth observation in hydrology McCabe, Matthew F.; Rodell, Matthew; Alsdorf, Douglas E. Hydrology and Earth System Sciences, Vol. 21, Issue 7 https://doi.org/10.5194/hess-21-3879-2017	journal	January 2017
The Surface Energy Balance System (SEBS) for estimation of turbulent heat fluxes Su, Z. Hydrology and Earth System Sciences, Vol. 6, Issue 1 https://doi.org/10.5194/hess-6-85-2002	journal	January 2002
Temporal Changes in c and n Stocks of Restored Prairie: Implications for c Sequestration Strategies Matamala, R.; Jastrow, J. D.; Miller, R. M. Figshare https://doi.org/10.6084/m9.figshare.c.3294041.v1	collection	January 2016

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