Grain Yield Observations Constrain Cropland CO2 Fluxes Over Europe

Carbon exchange over croplands plays an important role in the European carbon cycle over daily to seasonal time scales. A better description of this exchange in terrestrial biosphere models -- most of which currently treat crops as unmanaged grasslands -- is needed to improve atmospheric CO~2~ simulations. In the framework we present here, we model gross European cropland CO~2~ fluxes with a crop growth model constrained by grain yield observations. Our approach follows a two-step procedure. In the first step, we calculate day-to-day crop carbon fluxes and pools with the WOrld FOod STudies (WOFOST) model. A scaling factor of crop growth is optimised regionally by minimizing the final grain carbon pool difference to crop yield observations from the Statistical Office of the European Union. In a second step, we re-run our WOFOST model for the full European 25 x 25 km gridded domain using the optimized scaling factors. We combine our optimized crop CO~2~ fluxes with a simple soil respiration model to obtain the net cropland CO~2~ exchange. We assess our model’s ability to represent cropland CO~2~ exchange using 40 years of observations at 7 European FluxNet sites and compare it with carbon fluxes produced by a typical terrestrial biosphere model. We conclude that our new model framework provides a more realistic and strongly observation-driven estimate of carbon exchange over European croplands. Its products will be made available to the scientific community through the ICOS Carbon Portal, and serve as a new cropland component in the CarbonTracker Europe inverse model.

[1]  Spatio-temporal variation of wheat and silage maize water requirement using CGMS model , 2013 .

[2]  T. Palosuo,et al.  Rainfed crop production challenges under European high-latitude conditions , 2016, Regional Environmental Change.

[3]  Jeff Shaw,et al.  $9 Billion for What? , 2000 .

[4]  Marijn van der Velde,et al.  A European irrigation map for spatially distributed agricultural modelling , 2009 .

[5]  R. Conant,et al.  Controls on soil respiration in semiarid soils , 2004 .

[6]  A. Tsuruta,et al.  The CarbonTracker Data Assimilation Shell (CTDAS) v1.0 : Implementation and global carbon balance 2001-2015 , 2017 .

[7]  V. Magliulo,et al.  Effects of water stress on gas exchange of field grown Zea mays L. in Southern Italy: an analysis at canopy and leaf level , 2007, Acta Physiologiae Plantarum.

[8]  Navin Ramankutty,et al.  People on the Land: Changes in Global Population and Croplands during the 20th Century , 2002, Ambio.

[9]  T. Laurila,et al.  Annual CO2 exchange of a peat field growing spring barley or perennial forage grass , 2004 .

[10]  C. A. van Diepen,et al.  Crop model data assimilation with the Ensemble Kalman filter for improving regional crop yield forecasts , 2007 .

[11]  G. Steeneveld,et al.  Modelling regional scale surface fluxes, meteorology and CO2 mixing ratios for the Cabauw tower in the Netherlands , 2009 .

[12]  Wenzhi Zhao,et al.  Coupling a SVAT heat and water flow model, a stomatal-photosynthesis model and a crop growth model to simulate energy, water and carbon fluxes in an irrigated maize ecosystem , 2013 .

[13]  Atul K. Jain,et al.  Global Carbon Budget 2015 , 2015 .

[14]  Christian Bernhofer,et al.  ORCHIDEE-CROP (v0), a new process based Agro-Land Surface Model: model description and evaluation over Europe , 2015 .

[15]  N. Vuichard,et al.  The European carbon balance. Part 2: croplands , 2010 .

[16]  A. Scott Denning,et al.  Combined Simple Biosphere/Carnegie‐Ames‐Stanford Approach terrestrial carbon cycle model , 2008 .

[17]  Martin K. van Ittersum,et al.  A regional implementation of WOFOST for calculating yield gaps of autumn-sown wheat across the European Union , 2013 .

[18]  J. Wolf,et al.  Sowing rules for estimating rainfed yield potential of sorghum and maize in Burkina Faso , 2015 .

[19]  R. Confalonieri,et al.  New multi-model approach gives good estimations of wheat yield under semi-arid climate in Morocco , 2014, Agronomy for Sustainable Development.

[20]  Carlos C. DaCamara,et al.  Drought and vegetation stress monitoring in Portugal using satellite data , 2009 .

[21]  Christian Bernhofer,et al.  Land use regulates carbon budgets in eastern Germany: From NEE to NBP , 2010 .

[22]  Philippe Ciais,et al.  Coupling the Soil-Vegetation-Atmosphere-Transfer Scheme ORCHIDEE to the agronomy model STICS to study the influence of croplands on the European carbon and water budgets , 2004 .

[23]  Changhe Lu,et al.  Production potential and yield gaps of summer maize in the Beijing-Tianjin-Hebei Region , 2011 .

[24]  J. Wolf,et al.  Climate-induced yield variability and yield gaps of maize (Zea mays L.) in the Central Rift Valley of Ethiopia , 2014 .

[25]  T. Andrew Black,et al.  The simulation of energy, water vapor and carbon dioxide fluxes over common crops by the Canadian Land Surface Scheme (CLASS) , 2005 .

[26]  Isabel F. Trigo,et al.  The Outstanding 2004/05 Drought in the Iberian Peninsula: Associated Atmospheric Circulation , 2007 .

[27]  Y. Xue,et al.  Terrestrial biosphere models need better representation of vegetation phenology: results from the North American Carbon Program Site Synthesis , 2012 .

[28]  John B. Miller,et al.  Terrestrial cycling of (CO2)-C-13 by photosynthesis, respiration, and biomass burning in SiBCASA , 2014 .

[29]  W. Oechel,et al.  FLUXNET: A New Tool to Study the Temporal and Spatial Variability of Ecosystem-Scale Carbon Dioxide, Water Vapor, and Energy Flux Densities , 2001 .

[30]  F. Moyano,et al.  Responses of soil heterotrophic respiration to moisture availability: An exploration of processes and models , 2013 .

[31]  S. Lal,et al.  Impact of climate change on potato productivity in Punjab - a simulation study , 2013 .

[32]  P. Ciais,et al.  Horizontal displacement of carbon associated with agriculture and its impacts on atmospheric CO2 , 2007 .

[33]  M. Velde,et al.  Improving operational maize yield forecasting in Hungary , 2015 .

[34]  Philippe Ciais,et al.  Seven years of recent European net terrestrial carbon dioxide exchange constrained by atmospheric observations , 2010 .

[35]  W. Wagner,et al.  The effect of assimilating satellite-derived soil moisture data in SiBCASA on simulated carbon fluxes in Boreal Eurasia , 2015 .

[36]  W. Peters,et al.  Two perspectives on the coupled carbon, water, and energy exchange in the planetary boundary layer , 2014 .

[37]  N. H. Ravindranath,et al.  Agriculture, Forestry and Other Land Use (AFOLU) , 2014 .

[38]  Luis Guanter,et al.  Agricultural Green Revolution as a driver of increasing atmospheric CO2 seasonal amplitude , 2014, Nature.

[39]  Armen Ricardo Kemanian,et al.  Six crop models differ in their simulation of water uptake , 2016 .

[40]  T. McMahon,et al.  Updated world map of the Köppen-Geiger climate classification , 2007 .

[41]  Jing M. Chen,et al.  Atmospheric inversion of surface carbon flux with consideration of the spatial distribution of US crop production and consumption , 2014 .

[42]  J. Eitzinger,et al.  Sensitivities of crop models to extreme weather conditions during flowering period demonstrated for maize and winter wheat in Austria , 2012, The Journal of Agricultural Science.

[43]  Oliver Sus,et al.  A data assimilation framework for constraining upscaled cropland carbon flux seasonality and biometry with MODIS , 2012 .

[44]  Pete Smith,et al.  The net biome production of full crop rotations in Europe , 2010 .

[45]  J. Lloyd,et al.  On the temperature dependence of soil respiration , 1994 .

[46]  E. Lokupitiya,et al.  Incorporation of crop phenology in Simple Biosphere Model (SiBcrop) to improve land-atmosphere carbon exchanges from croplands , 2009 .

[47]  Mark A. Friedl,et al.  Direct human influence on atmospheric CO2 seasonality from increased cropland productivity , 2014, Nature.

[48]  Luana S. Basso,et al.  Regional atmospheric CO2 inversion reveals seasonal and geographic differences in Amazon net biome exchange , 2016, Global change biology.

[49]  C. Müller,et al.  Modelling the role of agriculture for the 20th century global terrestrial carbon balance , 2007 .

[50]  Prabhu L Pingali,et al.  Green Revolution: Impacts, limits, and the path ahead , 2012, Proceedings of the National Academy of Sciences.

[51]  Marc Aubinet,et al.  Annual net ecosystem carbon exchange by a sugar beet crop , 2006 .

[52]  Nataliia Kussul,et al.  Winter wheat yield forecasting in Ukraine based on Earth observation, meteorological data and biophysical models , 2013, Int. J. Appl. Earth Obs. Geoinformation.

[53]  I. Supit,et al.  System description of the WOFOST 6.0 crop simulation model implemented in CGMS , 1994 .

[54]  A. P. Williams,et al.  Seasonal and episodic moisture controls on plant and microbial contributions to soil respiration , 2011, Oecologia.

[55]  J. Goudriaan,et al.  ON APPROACHES AND APPLICATIONS OF THE WAGENINGEN CROP MODELS , 2003 .

[56]  I. V. Velde Studying biosphere-atmosphere exchange of CO2 through Carbon-13 stable isotopes , 2015 .

[57]  R. Lal,et al.  Soil Carbon Sequestration Impacts on Global Climate Change and Food Security , 2004, Science.

[58]  Prediction of crop yield in Sweden based on mesoscale meteorological analysis , 2000 .

[59]  I. C. Prentice,et al.  A dynamic global vegetation model for studies of the coupled atmosphere‐biosphere system , 2005 .

[60]  Arnaud Carrara,et al.  Variability in carbon exchange of European croplands , 2010 .

[61]  T. Vesala,et al.  On the separation of net ecosystem exchange into assimilation and ecosystem respiration: review and improved algorithm , 2005 .

[62]  Marie Combe,et al.  Plant water-stress parameterization determines the strength of land-atmosphere coupling , 2016 .

[63]  Iwan Supit,et al.  Using ERA-INTERIM for regional crop yield forecasting in Europe , 2010 .

[64]  Arjan Hensen,et al.  Variability of annual CO 2 exchange from Dutch grasslands , 2007 .

[65]  K. Schaefer,et al.  Economic impacts of carbon dioxide and methane released from thawing permafrost , 2016 .

[66]  M. Velde,et al.  Estimating irrigation water requirements in Europe , 2009 .

[67]  Craig C. Brandt,et al.  Regional uptake and release of crop carbon in the United States , 2011 .

[68]  Shuanghe Shen,et al.  Projected Crop Production under Regional Climate Change Using Scenario Data and Modeling: Sensitivity to Chosen Sowing Date and Cultivar , 2016 .

[69]  P. Barbosa,et al.  The biggest drought events in Europe from 1950 to 2012 , 2015 .

[70]  Bart Kruijt,et al.  Carbon exchange of a maize (Zea mays L.) crop: Influence of phenology , 2010 .

[71]  H. Tian,et al.  Carbon and energy fluxes in cropland ecosystems: a model-data comparison , 2016, Biogeochemistry.

[72]  J. Thepaut,et al.  The ERA‐Interim reanalysis: configuration and performance of the data assimilation system , 2011 .

[73]  D. Vitt,et al.  Effects of altered atmospheric nutrient deposition from Alberta oil sands development on Sphagnum fuscum growth and C, N and S accumulation in peat , 2016, Biogeochemistry.

[74]  R. B. Jackson,et al.  A Large and Persistent Carbon Sink in the World’s Forests , 2011, Science.

[75]  K. Davis,et al.  Assessing the impact of crops on regional CO2 fluxes and atmospheric concentrations , 2010 .

[76]  P. Ciais,et al.  The impact of lateral carbon fluxes on the European carbon balance , 2006 .

[77]  Benoit Gabrielle,et al.  Carbon, nitrogen and Greenhouse gases budgets over a four years crop rotation in northern France , 2011, Plant and Soil.