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AGU: Global Biogeochemical Cycles

 

Keywords

  • LPJ-DGVM
  • sensitivity analysis
  • parameter-based uncertainty
  • terrestrial carbon cycle
  • vegetation structure

Index Terms

  • Hydrology: Uncertainty assessment
  • Global Change: Earth system modeling
  • Biogeosciences: Biogeochemical cycles, processes, and modeling
  • Biogeosciences: Carbon cycling
  • Biogeosciences: Ecosystems, structure and dynamics

Abstract

GLOBAL BIOGEOCHEMICAL CYCLES, VOL. 19, GB3020, 16 PP., 2005
doi:10.1029/2004GB002395

Effects of parameter uncertainties on the modeling of terrestrial biosphere dynamics

S. Zaehle

Department of Global Change and Natural Systems, Potsdam Institute for Climate Impact Research (PIK), Potsdam, Germany

S. Sitch

Department of Global Change and Natural Systems, Potsdam Institute for Climate Impact Research (PIK), Potsdam, Germany

B. Smith

Physical Geography and Ecosystems Analysis, Geobiosphere Science Centre, Lund University, Lund, Sweden

F. Hatterman

Department of Global Change and Natural Systems, Potsdam Institute for Climate Impact Research (PIK), Potsdam, Germany

Dynamic global vegetation models (DGVMs) have been shown to broadly reproduce seasonal and interannual patterns of carbon exchange, as well as realistic vegetation dynamics. To assess the uncertainties in these results associated with model parameterization, the Lund-Potsdam-Jena-DGVM (LPJ-DGVM) is analyzed in terms of model robustness and key sensitive parameters. Present-day global land-atmosphere carbon fluxes are relatively well constrained, despite considerable uncertainty in global net primary production mainly propagating from uncertainty in parameters controlling assimilation rate, plant respiration and plant water balance. In response to climate change, water-use efficiency driven increases in net carbon assimilation by plants, transient changes in vegetation composition and global warming effects on soil organic matter dynamics are robust model results. As a consequence, long-term trends in land-atmosphere fluxes are consistently modeled despite an uncertainty range of −3.35 ± 1.45 PgC yr−1 at the end of the twenty-first century for the specific scenario used.

Received 25 October 2004; accepted 22 June 2005; published 14 September 2005.

Citation: Zaehle, S., S. Sitch, B. Smith, and F. Hatterman (2005), Effects of parameter uncertainties on the modeling of terrestrial biosphere dynamics, Global Biogeochem. Cycles, 19, GB3020, doi:10.1029/2004GB002395.

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