Clim. Past Discuss., 9, 615-645, 2013
www.clim-past-discuss.net/9/615/2013/
doi:10.5194/cpd-9-615-2013
© Author(s) 2013. This work is distributed
under the Creative Commons Attribution 3.0 License.
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This discussion paper has been under review for the journal Climate of the Past (CP). Please refer to the corresponding final paper in CP.
Bayesian parameter estimation and interpretation for an intermediate model of tree-ring width
S. E. Tolwinski-Ward1, K. J. Anchukaitis2, and M. N. Evans3
1Institute for Mathematics Applied to Geosciences, National Center for Atmospheric Research, Boulder, CO, USA
2Woods Hole Oceanographic Institution, Woods Hole, MA, USA
3Department of Geology and Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, USA

Abstract. We present a Bayesian model for estimating the parameters of the VS-Lite forward model of tree-ring width. The scheme also provides information about the uncertainty of the parameter estimates, as well as the uncertainty of VS-Lite itself. By inferring VS-Lite's parameters for synthetically-generated ring-width series at several hundred sites across the United States, we show that the Bayesian algorithm is skillful and robust to climatic nonstationarity over the interval tested. We also infer optimal parameter values for modeling observed ring-width data at the same network of sites. The estimated parameter values cluster in physical space, and their locations in multidimensional parameter space provide insight into the dominant climatic controls on modeled tree-ring growth at each site.

Citation: Tolwinski-Ward, S. E., Anchukaitis, K. J., and Evans, M. N.: Bayesian parameter estimation and interpretation for an intermediate model of tree-ring width, Clim. Past Discuss., 9, 615-645, doi:10.5194/cpd-9-615-2013, 2013.
 
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