Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe
Tree-ring archives are one of the main sources of information to reconstruct climate variations over the last millennium with annual resolution. The links between tree-ring proxies and climate have usually been estimated using statistical approaches, assuming linear and stationary relationships. Bot...
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ftcopernicus:oai:publications.copernicus.org:cpd81784 2023-05-15T18:31:06+02:00 Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe Rezsöhazy, Jeanne Goosse, Hugues Guiot, Joël Gennaretti, Fabio Boucher, Etienne André, Frédéric Jonard, Mathieu 2019-12-04 application/pdf https://doi.org/10.5194/cp-2019-140 https://www.clim-past-discuss.net/cp-2019-140/ eng eng doi:10.5194/cp-2019-140 https://www.clim-past-discuss.net/cp-2019-140/ eISSN: 1814-9332 Text 2019 ftcopernicus https://doi.org/10.5194/cp-2019-140 2019-12-24T09:48:08Z Tree-ring archives are one of the main sources of information to reconstruct climate variations over the last millennium with annual resolution. The links between tree-ring proxies and climate have usually been estimated using statistical approaches, assuming linear and stationary relationships. Both assumptions may be inadequate but this issue can be overcome by ecophysiological modelling based on mechanistic understanding. In this respect, the model MAIDEN (Modeling and Analysis In DENdroecology) simulating tree ring growth from daily temperature and precipitation, considering carbon assimilation and allocation in forest stands, may constitute a valuable tool. However, the lack of local meteorological data and the limited characterisation of tree species traits can complicate the calibration and validation of such complex model, which may hamper paleoclimate applications. The goal of this study is to test the applicability of the MAIDEN model in a paleoclimate context using as a test case tree ring observations covering the twentieth century from twenty-one Eastern Canadian taiga sites and three European sites. More specifically, we investigate the model sensitivity to parameters calibration and to the quality of climatic inputs and evaluate the model performance using a validation procedure. We also examine the added value of using MAIDEN in paleoclimate applications compared to a simpler tree-growth model, VS-Lite. A bayesian calibration of the most sensitive model parameters provides good results at most of the selected sites with high correlations between simulated and observed tree-growth. Although MAIDEN is found to be sensitive to the quality of the climatic inputs, simple bias-correction and downscaling techniques of these data improve significantly the performance of the model. The split-sample validation of MAIDEN gives encouraging results but requires long tree-ring and meteorological series to give robust results. We also highlight a risk of overfitting in the calibration of model parameters that increases with short series. Finally, MAIDEN has shown higher calibration and validation correlations in most cases compared to VS-Lite. Nevertheless, this latter model turns out to be more stable over calibration and validation periods. Our results provide a protocol for the application of MAIDEN to potentially any site with tree-ring width data in the extratropical region. Text taiga Copernicus Publications: E-Journals Canada |
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Copernicus Publications: E-Journals |
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ftcopernicus |
language |
English |
description |
Tree-ring archives are one of the main sources of information to reconstruct climate variations over the last millennium with annual resolution. The links between tree-ring proxies and climate have usually been estimated using statistical approaches, assuming linear and stationary relationships. Both assumptions may be inadequate but this issue can be overcome by ecophysiological modelling based on mechanistic understanding. In this respect, the model MAIDEN (Modeling and Analysis In DENdroecology) simulating tree ring growth from daily temperature and precipitation, considering carbon assimilation and allocation in forest stands, may constitute a valuable tool. However, the lack of local meteorological data and the limited characterisation of tree species traits can complicate the calibration and validation of such complex model, which may hamper paleoclimate applications. The goal of this study is to test the applicability of the MAIDEN model in a paleoclimate context using as a test case tree ring observations covering the twentieth century from twenty-one Eastern Canadian taiga sites and three European sites. More specifically, we investigate the model sensitivity to parameters calibration and to the quality of climatic inputs and evaluate the model performance using a validation procedure. We also examine the added value of using MAIDEN in paleoclimate applications compared to a simpler tree-growth model, VS-Lite. A bayesian calibration of the most sensitive model parameters provides good results at most of the selected sites with high correlations between simulated and observed tree-growth. Although MAIDEN is found to be sensitive to the quality of the climatic inputs, simple bias-correction and downscaling techniques of these data improve significantly the performance of the model. The split-sample validation of MAIDEN gives encouraging results but requires long tree-ring and meteorological series to give robust results. We also highlight a risk of overfitting in the calibration of model parameters that increases with short series. Finally, MAIDEN has shown higher calibration and validation correlations in most cases compared to VS-Lite. Nevertheless, this latter model turns out to be more stable over calibration and validation periods. Our results provide a protocol for the application of MAIDEN to potentially any site with tree-ring width data in the extratropical region. |
format |
Text |
author |
Rezsöhazy, Jeanne Goosse, Hugues Guiot, Joël Gennaretti, Fabio Boucher, Etienne André, Frédéric Jonard, Mathieu |
spellingShingle |
Rezsöhazy, Jeanne Goosse, Hugues Guiot, Joël Gennaretti, Fabio Boucher, Etienne André, Frédéric Jonard, Mathieu Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe |
author_facet |
Rezsöhazy, Jeanne Goosse, Hugues Guiot, Joël Gennaretti, Fabio Boucher, Etienne André, Frédéric Jonard, Mathieu |
author_sort |
Rezsöhazy, Jeanne |
title |
Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe |
title_short |
Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe |
title_full |
Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe |
title_fullStr |
Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe |
title_full_unstemmed |
Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe |
title_sort |
application and evaluation of the dendroclimatic process-based model maiden during the last century in canada and europe |
publishDate |
2019 |
url |
https://doi.org/10.5194/cp-2019-140 https://www.clim-past-discuss.net/cp-2019-140/ |
geographic |
Canada |
geographic_facet |
Canada |
genre |
taiga |
genre_facet |
taiga |
op_source |
eISSN: 1814-9332 |
op_relation |
doi:10.5194/cp-2019-140 https://www.clim-past-discuss.net/cp-2019-140/ |
op_doi |
https://doi.org/10.5194/cp-2019-140 |
_version_ |
1766214759883997184 |