Articles | Volume 14, issue 14
https://doi.org/10.5194/bg-14-3487-2017
https://doi.org/10.5194/bg-14-3487-2017
Research article
 | 
24 Jul 2017
Research article |  | 24 Jul 2017

Constraining a complex biogeochemical model for CO2 and N2O emission simulations from various land uses by model–data fusion

Tobias Houska, David Kraus, Ralf Kiese, and Lutz Breuer

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Cited articles

Arias-Navarro, C., Díaz-Pinés, E., Kiese, R., Rosenstock, T. S., Rufino, M. C., Stern, D., Neufeldt, H., Verchot, L. V., and Butterbach-Bahl, K.: Gas pooling: A sampling technique to overcome spatial heterogeneity of soil carbon dioxide and nitrous oxide fluxes, Soil Biol. Biochem., 67, 20–23, https://doi.org/10.1016/j.soilbio.2013.08.011, 2013.
Barton, L., Kiese, R., Gatter, D., Butterbach-Bahl, K., Buck, R., Hinz, C., and Murphy, D. V.: Nitrous oxide emissions from a cropped soil in a semi-arid climate, Glob. Change Biol., 14, 177–192, https://doi.org/10.1111/j.1365-2486.2007.01474.x, 2008.
Beven, K. and Binley, A.: The future of distributed models: Model calibration and uncertainty prediction, Hydrol. Proc., 6, 279–298, https://doi.org/10.1002/hyp.3360060305, 1992.
Bloom, A. A. and Williams, M.: Constraining ecosystem carbon dynamics in a data-limited world: integrating ecological “common sense” in a model-data fusion framework, Biogeosciences, 12, 1299–1315, https://doi.org/10.5194/bg-12-1299-2015, 2015.
Boden, T. A., Marland, G., and Andres, R. J.: Global, regional and national fossil fuel CO2 emissions, available from: http://cdiac.ornl.gov/trends/emis/overview_2007.html (last accessed: 17 August 2016), 2010.
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Short summary
CO2 and N2O are two prominent GHGs contributing to global warming. We combined measurement and modelling to quantify GHG emissions from adjacent arable, forest and grassland sites in Germany. Measured emissions reveal seasonal patterns and management effects like fertilizer application, tillage, harvest and grazing. Modelling helps to estimate the magnitude and uncertainty of not measurable C and N fluxes and indicates missing input source, e.g. nitrate uptake from groundwater.
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