Multisite Yield Gap Analysis of Miscanthus × giganteus Using the STICS Model

Development and use of models to predict and study the production and the environmental impacts of biomass cropping systems are of great interest for their sustainable development. Improvements were made to the research version of the STICS crop–soil model in order to simulate biomass production and environmental impacts of Miscanthus × giganteus cropping systems in the long term. This research version was then validated on a large database and in various pedoclimatic environments in France and UK. The model accurately simulated biomass production and nitrogen (N) content in aboveground biomass, from planting until 4 to 20 years of cultivation. The model efficiency (EF) was 0.80 and 0.64 for biomass and N content, respectively, and the values of relative RMSE were 23 and 31 %. Soil water and mineral N contents were also satisfactorily predicted (EF = 0.96 and 0.42; relative RMSE = 10 and 72 %). The model accurately reproduced the effect of management practices on the harvested biomass and N export. Yield gap analysis using simulations with and without active stresses revealed that Miscanthus × giganteus biomass production was limited by both water and N availability during the establishment phase but mainly limited by water availability during the post-establishment phase. The STICS crop–soil model can accurately predict Miscanthus × giganteus biomass production and environmental impacts such as water drainage and nitrate leaching and compare strategies with varying N fertilization, irrigation and harvest date.

[1]  Mark Pogson,et al.  Modelling Miscanthus yields with low resolution input data , 2011 .

[2]  Iris Lewandowski,et al.  Nitrogen, energy and land use efficiencies of miscanthus, reed canary grass and triticale as determined by the boundary line approach , 2006 .

[3]  A. Hastings,et al.  The development of MISCANFOR, a new Miscanthus crop growth model: towards more robust yield predictions under different climatic and soil conditions , 2009 .

[4]  H. Zub,et al.  Agronomic and physiological performances of different species of Miscanthus, a major energy crop. A review , 2010, Agronomy for Sustainable Development.

[5]  B. Mary,et al.  Soil water uptake and root distribution of different perennial and annual bioenergy crops , 2015, Plant and Soil.

[6]  Evan H. DeLucia,et al.  Comparative Biogeochemical Cycles of Bioenergy Crops Reveal Nitrogen-Fixation and Low Greenhouse Gas Emissions in a Miscanthus × giganteus Agro-Ecosystem , 2010, Ecosystems.

[7]  Fernando E. Miguez,et al.  Modeling Miscanthus in the soil and water assessment tool (SWAT) to simulate its water quality effects as a bioenergy crop. , 2010, Environmental science & technology.

[8]  D. G. Christian,et al.  Estimates of rhizome weight of Miscanthus with time and rooting depth compared to switchgrass , 2001 .

[9]  Marie-Hélène Jeuffroy,et al.  Biomass production and nitrogen accumulation and remobilisation by Miscanthus × giganteus as influenced by nitrogen stocks in belowground organs. , 2011 .

[10]  Fernando E. Miguez,et al.  Meta-analysis of the effects of management factors on Miscanthus × giganteus growth and biomass production , 2008 .

[11]  G. Ding,et al.  Natural variation of biomass yield and nutrient dynamics in Miscanthus , 2013 .

[12]  B. Mary,et al.  Simulation of Biomass and Nitrogen Dynamics in Perennial Organs and Shoots of Miscanthus × Giganteus Using the STICS Model , 2014, BioEnergy Research.

[13]  S. Recous,et al.  STICS : a generic model for the simulation of crops and their water and nitrogen balances. I. Theory, and parameterization applied to wheat and corn , 1998 .

[14]  Fernando E. Miguez,et al.  A semimechanistic model predicting the growth and production of the bioenergy crop Miscanthus×giganteus: description, parameterization and validation , 2009 .

[15]  Andrew B. Riche,et al.  Growth, yield and mineral content of Miscanthus × giganteus grown as a biofuel for 14 successive harvests , 2008 .

[16]  S. Cosentino,et al.  Effects of soil water content and nitrogen supply on the productivity of Miscanthus × giganteus Greef et Deu. in a Mediterranean environment , 2007 .

[17]  A. Markham IN THE MEDITERRANEAN , 2014 .

[18]  D. Salt,et al.  Natural Variation for Nutrient Use and Remobilization Efficiencies in Switchgrass , 2009, BioEnergy Research.

[19]  Eric Justes,et al.  Calculation of nitrogen mineralization and leaching in fallow soil using a simple dynamic model , 1999 .

[20]  I. Mitsios,et al.  Potential growth and biomass productivity of Miscanthus×giganteus as affected by plant density and N-fertilization in central Greece , 2007 .

[21]  M. Jeuffroy,et al.  Influence of belowground nitrogen stocks on light interception and conversion of Miscanthus × giganteus , 2013 .

[22]  Uffe Jørgensen,et al.  Genotypic variation in dry matter accumulation and content of N, K and Cl in Miscanthus in Denmark. , 1997 .

[23]  Iris Lewandowski,et al.  Delayed harvest of miscanthus—influences on biomass quantity and quality and environmental impacts of energy production , 2003 .

[24]  Indrajeet Chaubey,et al.  Perennial rhizomatous grasses as bioenergy feedstock in SWAT: parameter development and model improvement , 2015 .

[25]  J. Lammel,et al.  Cultivation of Miscanthus under West European conditions: Seasonal changes in dry matter production, nutrient uptake and remobilization , 1997, Plant and Soil.

[26]  J. Machet,et al.  Nutrient requirements of Miscanthus x giganteus: Conclusions from a review of published studies , 2012 .

[27]  Suhas P. Wani,et al.  Analysis of potential yields and yield gaps of rainfed soybean in India using CROPGRO-Soybean model , 2008 .

[28]  Andreas de Neergaard,et al.  Turnover of organic matter in a Miscanthus field: effect of time in Miscanthus cultivation and inorganic nitrogen supply. , 2004 .

[29]  Eric Justes,et al.  Accuracy, robustness and behavior of the STICS soil-crop model for plant, water and nitrogen outputs: Evaluation over a wide range of agro-environmental conditions in France , 2015, Environ. Model. Softw..

[30]  D. G. Christian,et al.  The recovery over several seasons of 15N-labelled fertilizer applied to Miscanthus×giganteus ranging from 1 to 3 years old , 2006 .

[31]  K. Loague,et al.  Statistical and graphical methods for evaluating solute transport models: Overview and application , 1991 .

[32]  R. Jongschaap,et al.  Modeling the productivity of energy crops in different agro-ecological environments , 2012 .

[33]  A. Hartmann,et al.  Azospirillum doebereinerae sp. nov., a nitrogen-fixing bacterium associated with the C4-grass Miscanthus. , 2001, International journal of systematic and evolutionary microbiology.

[34]  Thomas B. Voigt,et al.  A quantitative review comparing the yields of two candidate C4 perennial biomass crops in relation to nitrogen, temperature and water , 2004 .

[35]  Bruno Mary,et al.  Conceptual basis, formalisations and parameterization of the STICS crop model , 2009 .

[36]  A. Masoni,et al.  Effect of irrigation and nitrogen fertilization on biomass yield and efficiency of energy use in crop production of Miscanthus , 1999 .

[37]  J. Scurlock,et al.  Miscanthus : European experience with a novel energy crop , 2000 .

[38]  C. Field,et al.  Crop yield gaps: their importance, magnitudes, and causes. , 2009 .

[39]  Ž. Dželetović,et al.  Application of the AquaCrop model to simulate the biomass of Miscanthus x giganteus under different nutrient supply conditions , 2015 .

[40]  C. T. Wit,et al.  Simulation of assimilation, respiration, and transpiration of crops , 1978 .

[41]  Isabelle Bertrand,et al.  Quality and decomposition in soil of rhizome, root and senescent leaf from Miscanthus x giganteus, as affected by harvest date and N fertilization , 2010, Plant and Soil.

[42]  Simone Graeff-Hönninger,et al.  Long‐term yield and performance of 15 different Miscanthus genotypes in southwest Germany , 2012 .

[43]  N. Roncucci,et al.  Influence of soil texture and crop management on the productivity of miscanthus (Miscanthus × giganteus Greef et Deu.) in the Mediterranean , 2015 .

[44]  John Clifton-Brown,et al.  Carbon mitigation by the energy crop, Miscanthus , 2007 .

[45]  Enli Wang,et al.  Simulation of phenological development of wheat crops , 1998 .

[46]  C. Willmott ON THE VALIDATION OF MODELS , 1981 .

[47]  John Clifton-Brown,et al.  The modelled productivity of Miscanthus×giganteus (GREEF et DEU) in Ireland. , 2000 .

[48]  D. Tilman,et al.  Species effects on nitrogen cycling: a test with perennial grasses , 1990, Oecologia.

[49]  L. Pagès,et al.  Calibration and evaluation of ArchiSimple, a simple model of root system architecture , 2014 .