Abstract
A soil-crop-environment model was used to describe the combined effects of atmospheric carbon dioxide concentration [CO2], temperature and precipitation on different agricultural crop species. Within this model, a set of algorithms describing CO2 response to photosynthesis and crop water use efficiency, which were different in complexity and parameter requirements, was tested for its suitability to explain crop growth responses and soil water dynamics observed over six years in a crop rotation (winter barley, sugar beet and winter wheat) with two cycles under normal and elevated atmospheric CO2 levels (FACE experiment; Weigel and Dämmgen, 2000).
All algorithms were able to describe an observed increase in above-ground dry matter for all crops in the rotation, with Willmott’s Index of Agreement (IoA) ranging between 0.93 and 0.99. Increasing water use efficiency with rising CO2 was also successfully portrayed (IoA 0.80 − 0.86). A combination of a semi-empirical Michaelis-Menten approach, describing a direct impact of CO2 on photosynthesis, and a Penman-Monteith approach with a simple stomata conduction model for evapotranspiration yielded the best simulation result. This combination is therefore considered suitable for the description of yield responses to rising [CO2] at the regional level. However, the performance of all tested algorithms was only marginally different, at 550 ppm CO2.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Acock, B. (1991) Modeling canopy photosynthetic response to carbon dioxide, light interception, temperature and leaf traits. p. 41–55. In K.J. Boote and R.S. Loomis (ed.) Modeling crop photosynthesis — from biochemistry to canopy. Crop Science Society of America, American Society of Agronomy, Anaheim, California, USA.
Acock, B., J.H.M. Thornley, and J.W. Wilson. (1971) Photosynthesis and energy conversion. p. 43–75. In Wareing P.F. and Cooper J.P. (ed.) Potential crop production. Heinemann Educational Publishers, London, UK.
Bodenkunde AG. (1994) Bodenkundliche Kartieranleitung. E. Schweizerbartsche Verlagsbuchhandlung, Hannover.
Allen, R.G., Pereira L.S., Raes D. et al. (1998) Crop evapotranspiration. Guidelines for computing crop water requirements. FAO Irrigation and Drainage Paper 56, Roma.
Anderson, J.L., Balaji V., A.J. Broccoli, et al.Global Atmospheric Model Dev. (2004) The new GFDL global atmosphere and land model AM2-LM2: Evaluation with prescribed SST simulations. J. Clim. 17(24):4641–4673.
Ball, J.T., Woodrow I.E., and Berry J.A.. (1987) A model predicting stomatal conductance and its contribution to the control of photosynthesis under different environmental conditions. p. 221–224. In I. Biggins (ed.) Progress in photosynthesis research. Martinus Nijhoff Publishers, The Netherlands.
Bindi, M., Fibbi L., Gozzini B., et al.(1996) Modeling the impact of future climate scenarios on yield and yield variability of grapevine. Clim. Res. 7:213–224.
Buckley, T., Mott K., and Farquhar G.D..(2003) A hydromechanical and biochemical model of stomatal conductance. Plant Cell Environ. 26(10):1767–1785.
Bykov, O.D., Koshkin V.A., and Catsky J.(1981) Carbon dioxide compensation concentration of C-3 and C-4 plants — Dependence on temperature. Photosynthetica 15(1):114–121.
Collatz, G.J., Ball J.T., Grivet C., et al.(1991) Physiological and environmental regulation of stomatal conductance, photosynthesis and transpiration — A model that includes a laminar boundary layer. Agric. For. Metorol. 54(2–4):107–136.
Cowan, I. (1977) Stomatal behaviour and environment. Adv. Bot. Res. 4:117–228.
Dewar, R.C. (1995) Interpretation of an empirical model for stomatal conductance in terms of guard cell function. Plant Cell Environ. 18(4):365–372.
Dewar, R.C. (2002) The Ball-Berry-Leuning and Tardieu-Davies stomatal models: synthesis and extension within a spatially aggregated picture of guard cell function. Plant Cell Environ. 25(11):1383–1398.
Dubrovsky, M. (1997) Creating daily weather series with use of the weather generator. Environmetrics 8(5):409–424.
Eckersten, H., Jansson P.E.(1991) Modeling water flow, nitrogen uptake and production of wheat. Fert. Res. 27:313–329.
Ewert, F., Rodriguez D., Jamieson P., et al.(2002) Effects of elevated CO2 and drought on wheat: testing crop simulation models for different experimental and climatic conditions. Agr. Ecosyst. Environ. 93(1–3):249–266.
Farquhar, G.D., S. von Caemmerer. (1982) Modeling of photosynthetic response to environmental conditions. p. 549–587. In O.L. Lange et al. (ed.) Encyclopedia of plant physiology. New series. Volume 12B. Physiological plant ecology. II. Water relations and carbon assimilation.
Farquhar, G.D., S. von Caemmerer, and J.A. Berry. (1980) A biochemical model of photosynthetic CO2 assimilation in leaves of C-3 species. Planta 149(1):78–90.
Farquhar, G.D., Wong S.C.(1984) An empirical model of stomatal conductance. Austr. J. Plant Physiol. 11(3):191–209.
Gaastra, P. (1959) Photosynthesis of crop plants as influenced by light, carbon dioxide, temperature, and stomatal diffusion resistance. Mededel. Landbouwhogesch. Wageningen 59(13):1–68.
Gao, Q., Zhao P., Zeng X., et al. (2002) A model of stomatal conductance to quantify the relationship between leaf transpiration, microclimate and soil water stress. Plant Cell Environ. 25(11):1373–1381.
Gerwitz, A., Page E.R.(1974) An empirical mathematical model to describe plant root systems. J. Apl. Ecol. 11:773–781.
Goudriaan, J., H.H. van Laar. (1978) Relations between leaf resistance, CO2 concentration and CO2 assimilation in maize, beans, lalang grass and sunflower. Photosynthetica 12(3):241–249.
Goudriaan, J., H.H. van Laar. (1994) Modeling potential crop growth processes. Kluwer Academic Publishers, Dordrecht, The Netherlands.
Greenwood, D.J., D.A. Stone, and A. Draycott. 1990. Weather, nitrogen supply and growth rate of field vegetables. Plant Soil 124(2):297–301.
Harley, P.C., Weber J.A., and Gates D.M. (1985) Interactive effects of light, leaf temperature, CO2 and O2 on photosynthesis in soybean. Planta 165(2):249–263.
Hoffmann, F. (1995) Fagus, a model for growth and development of beech. Ecol. Mod. 83(3):327–348.
Hoogenboom, G., Jones J.W., and Boote K.J. (1992) Modeling growth, development, and yield of grain legumes using Soygro, Pnutgro, and Beangro — A review. Trans. ASAE 35(6):2043–2056.
IPCC. (2007) Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.
Jacob, D., L. Barring, O.B. Christensen, et al.(2007) An inter-comparison of regional climate models for Europe: model performance in present-day climate. Clim. Change 81:31–52.
Jamieson, P.D., M.A. Semenov. (2000) Modeling nitrogen uptake and redistribution in wheat. Field Crops Res. 68(1):21–29.
Jarvis, P.G. (1976) Interpretation of variations in leaf water potential and stomatal conductance found in canopies in field. Philosophical Transactions of the Royal Society of London Series B-Biological Sciences. 273(927):593–610.
Johns, T.C., Durman C.F., Banks H.T. et al.(2006) The new Hadley Centre Climate Model (HadGEM1): Evaluation of coupled simulations. J. Clim. 19(7):1327–1353.
Kersebaum, K.C. (2007) Modeling nitrogen dynamics in soil-crop systems with HERMES. Nutr. Cycl. Agroecosys. 77(1):39–52.
Kersebaum, K.C. (1995) Application of a simple management model to simulate water and nitrogen dynamics. Ecol. Mod. 85:145–156.
Kersebaum, K.C., Beblik A.J. (2001) Performance of a nitrogen dynamics model applied to evaluate agricultural management practices. p. 549–569. In M.J. Shaffer et al. (ed.) Modeling carbon and nitrogen dynamics for soil management. Lewis, Boca Raton, FL, USA.
Kersebaum, K.C., Hecker J.-M., Mirschel W. et al..(2007) Modeling water and nutrient dynamics in soil-crop systems: a comparison of simulation models applied on common data sets.-in press. In K.C. Kersebaum et al. (ed.) Modeling water and nutrient dynamics in soil crop systems. Springer, Stuttgart.
Kimball, B.A., Pinter P.J., Garcia R.L., et al.(1995) Productivity and water use of wheat under free-air CO2 enrichment. Global Change Biology 1(6):429–442.
Leuning, R. (1995) A critical appraisal of a combined stomatal-photosynthesis model for C-3 plants. Plant Cell Environ. 18(4):339–355.
Leuning, R. (1990) Modeling stomatal behavior and photosynthesis of Eucalyptus-Grandis. Austr. J. Plant Physiol. 17(2):159–175.
Lewin, K.F., Hendrey G.R., and Kolber Z. (1992) Brookhaven National Laboratory Free-Air Carbon-Dioxide Enrichment Facility. Crit. Rev. Plant Sci. 11(2–3):135–141.
Lobell, D.B., Burke M.B., Tebaldi C. et al. (2008) Prioritizing climate change adaptation needs for food security in 2030. Science 319:607–610.
Long, S.P. (1991) Modification of the response of photosynthetic productivity to rising temperature by atmospheric CO2 concentrations — Has its importance been underestimated. Plant Cell Environ. 14(8):729–739.
Manderscheid, R., Weigel H.J. (2007) Drought stress effects on wheat are mitigated by atmospheric CO2 enrichment. Agron. Sust. Dev. 27(2):79–87.
Mitchell, R.A.C., Lawlor D.W., Mitchell V.J. et al. (1995) Effects of elevated CO2 concentration and increased temperature on winter-wheat — Test of ARCWHEAT1 simulation model. Plant Cell Environ. 18(7):736–748.
Nonhebel, S. (1996) Effects of temperature rise and increase in CO2 concentration on simulated wheat yields in Europe. Clim. Change 34(1):73–90.
Olesen, J.E., Bindi M.. (2002) Consequences of climate change for European agricultural productivity, land use and policy. Eur. J. Agron. 16(4):239–262.
Plummer, D.A., Caya D., Frigon A. et al. (2006) Climate and climate change over North America as simulated by the Canadian RCM. J. Clim. 19(13):3112–3132.
Porter, J. (1993) AFRCWHEAT2: a model of the growth and development of wheat incorporating responses to water and nitrogen. Eur. J. Agron. 2(2):69–82.
Richter, J., Nuske A., Habenicht W. et al. (1982) Optimized N-mineralization parameters of loess soils from incubation experiments. Plant Soil 68:379–388.
Ritchie, J.T., Otter-Nacke. S. (1985) Description and performance of CERES-Wheat: a user-orientated wheat yield model. ARS Wheat Yield Project, Washington D.C.
Rodriguez, D., Ewert. F., Goudriaanet J. et al (2001) Modeling the response of wheat canopy assimilation to atmospheric CO2 concentrations. New Phytol. 150(2):337–346.
Semenov M.A., Barrow E.M. (1997) Use of a stochastic weather generator in the development of climate change scenarios. Clim. Change 35(4):397–414.
Spitters C.J.T., van Kraalingen D.W.G and van Keulen. H. (1989) A Simple and Universal Crop Growth Simulator: SUCROS 87. p. 145–181. In: Rabbinge R et al. (ed.) Simulation and Systems Management in Crop Protection. Pudoc, Wageningen, The Netherlands.
Stanghellini, C., Bunce. J.A. (1993) Response of photosynthesis and conductance to light, CO2, temperature and humidity in tomato plants acclimated to ambient and elevated CO2. Photosynthetica 29(4):487–497.
Stier, P., Feichter J., Kinne S. et al. (2005) The aerosol-climate model ECHAM5-HAM. Atmos. Chem. Phys. 5:1125–1156.
Tubiello, F.N., Ewert. F. (2002) Simulating the effects of elevated CO2 on crops: approaches and applications for climate change. Eur. J. Agron. 18(1–2):57–74.
van Keulen, H., Penning de Vries F.W.T, and Drees. E.M. (1982) A summary model for crop growth. p. 87–97. In: Penning de Vries F.W.T. and van Laar H.H. (ed.) Simulation of plant growth and crop production. PUDOC, Wageningen.
Watterson, I.G., Dix M.R., Gordon H.B. et al.. (1995) The CSIRO 9-Level Atmospheric General Circulation Model and its equilibrium present and doubled CO2 climates. Aust. Meteorol. Mag. 44(2):111–125.
Weigel, H.J., Dämmgen. U. (2000) The Braunschweig Carbon Projekt: atmospheric flux monitoring and free air carbon dioxide enrichment (FACE). J. Appl. Bot. 74:55–60.
Weigel, H.J., Manderscheid R., Burkart S. et al. (2006) Responses of an arable crop rotation system to elevated [CO2]. p. 121–137. In: Nösberger J. et al. (ed.) Managed ecosystems and CO2 case studies, processes, and perspectives. Ecological Studies, Vol. 187.
Weigel, H.J., Pacholski A., Burkart S. et al. (2005) Carbon turnover in a crop rotation under free air CO2 enrichment (FACE). Pedosphere 15(6):728–738.
Williams, J.R., Jones C.A., Kiniry J.R. et al.(1989) The EPIC crop growth model. Trans. ASAE 32(2):497–511.
Willmott, C.J. (1981) On the validation of models. Phys. Geogr. 2:184–194.
Yu, G.R., Kobayashi T., Zhuang J.E. et al.(2003) A coupled model of photosynthesis-transpiration based on the stomatal behavior for maize (Zea mays L.) grown in the field. Plant Soil 249(2):401–416.
Yu, G.R., Zhuang J., and Yu. Z.L. (2001a) An attempt to establish a synthetic model of photosynthesis-transpiration based on stomatal behavior for maize and soybean plants grown in field. J. Plant Physiol. 158(7):861–874.
Yu, Q., Goudriaan J., and Wang T.D. (2001b) Modeling diurnal courses of photosynthesis and transpiration of leaves on the basis of stomatal and non-stomatal responses, including photoinhibition. Photosynthetica 39(1):43–51.
Yu, Q., Zhang Y., Liuet Y. et al. (2004) Simulation of the stomatal conductance of winter wheat in response to light, temperature and CO2 changes. Ann. Bot. 93(4):435–441.
Ziska, L.H., Bunce J.A. (2007) Predicting the impact of changing CO2 on crop yields: some thoughts on food. New Phytol. 175(4):607–617.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Tsinghua University Press, Beijing and Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Nendel, C., Kersebaum, K.C., Mirschel, W., Manderscheid, R., Weigel, H.J., Wenkel, K.O. (2009). Finding a Suitable CO2 Response Algorithm for Crop Growth Simulation in Germany. In: Cao, W., White, J.W., Wang, E. (eds) Crop Modeling and Decision Support. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01132-0_4
Download citation
DOI: https://doi.org/10.1007/978-3-642-01132-0_4
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-01131-3
Online ISBN: 978-3-642-01132-0
eBook Packages: Biomedical and Life SciencesBiomedical and Life Sciences (R0)