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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Published in:Climate of the Past
Main Authors: J. Rezsöhazy, H. Goosse, J. Guiot, F. Gennaretti, E. Boucher, F. André, M. Jonard
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2020
Subjects:
geo
Online Access:https://doi.org/10.5194/cp-16-1043-2020
https://www.clim-past.net/16/1043/2020/cp-16-1043-2020.pdf
https://doaj.org/article/aa3f3dabbb734042a11c317698b4d514
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:aa3f3dabbb734042a11c317698b4d514 2023-05-15T18:31:00+02:00 Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe J. Rezsöhazy H. Goosse J. Guiot F. Gennaretti E. Boucher F. André M. Jonard 2020-06-01 https://doi.org/10.5194/cp-16-1043-2020 https://www.clim-past.net/16/1043/2020/cp-16-1043-2020.pdf https://doaj.org/article/aa3f3dabbb734042a11c317698b4d514 en eng Copernicus Publications doi:10.5194/cp-16-1043-2020 1814-9324 1814-9332 https://www.clim-past.net/16/1043/2020/cp-16-1043-2020.pdf https://doaj.org/article/aa3f3dabbb734042a11c317698b4d514 undefined Climate of the Past, Vol 16, Pp 1043-1059 (2020) envir geo Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2020 fttriple https://doi.org/10.5194/cp-16-1043-2020 2023-01-22T18:14:14Z 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 characterization of tree species traits can complicate the calibration and validation of such a complex model, which may hamper palaeoclimate applications. The goal of this study is to test the applicability of the MAIDEN model in a palaeoclimate context using as a test case tree-ring observations covering the 20th century from 21 Eastern Canadian taiga sites and 3 European sites. More specifically, we investigate the model sensitivity to parameter calibration and to the quality of climatic inputs, and we evaluate the model performance using a validation procedure. We also examine the added value of using MAIDEN in palaeoclimate applications compared to a simpler tree-growth model, i.e. 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 ... Article in Journal/Newspaper taiga Unknown Canada Climate of the Past 16 3 1043 1059
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic envir
geo
spellingShingle envir
geo
J. Rezsöhazy
H. Goosse
J. Guiot
F. Gennaretti
E. Boucher
F. André
M. Jonard
Application and evaluation of the dendroclimatic process-based model MAIDEN during the last century in Canada and Europe
topic_facet envir
geo
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 characterization of tree species traits can complicate the calibration and validation of such a complex model, which may hamper palaeoclimate applications. The goal of this study is to test the applicability of the MAIDEN model in a palaeoclimate context using as a test case tree-ring observations covering the 20th century from 21 Eastern Canadian taiga sites and 3 European sites. More specifically, we investigate the model sensitivity to parameter calibration and to the quality of climatic inputs, and we evaluate the model performance using a validation procedure. We also examine the added value of using MAIDEN in palaeoclimate applications compared to a simpler tree-growth model, i.e. 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 ...
format Article in Journal/Newspaper
author J. Rezsöhazy
H. Goosse
J. Guiot
F. Gennaretti
E. Boucher
F. André
M. Jonard
author_facet J. Rezsöhazy
H. Goosse
J. Guiot
F. Gennaretti
E. Boucher
F. André
M. Jonard
author_sort J. Rezsöhazy
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
publisher Copernicus Publications
publishDate 2020
url https://doi.org/10.5194/cp-16-1043-2020
https://www.clim-past.net/16/1043/2020/cp-16-1043-2020.pdf
https://doaj.org/article/aa3f3dabbb734042a11c317698b4d514
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1814-9324
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https://www.clim-past.net/16/1043/2020/cp-16-1043-2020.pdf
https://doaj.org/article/aa3f3dabbb734042a11c317698b4d514
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