FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012

<p>Surface observations are usually too few and far between to properly assess multidecadal variations at the local scale and characterize historical local extreme events at the same time. A data assimilation scheme has been recently presented to assimilate daily observations of temperature an...

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Main Authors: A. Devers, J.-P. Vidal, C. Lauvernet, O. Vannier
Format: Article
Language:English
Published: Copernicus Publications 2021-09-01
Series:Climate of the Past
Online Access:https://cp.copernicus.org/articles/17/1857/2021/cp-17-1857-2021.pdf
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spelling doaj-22ba6a8353cd4a60a505fb44150d60652021-09-21T08:35:41ZengCopernicus PublicationsClimate of the Past1814-93241814-93322021-09-01171857187910.5194/cp-17-1857-2021FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012A. Devers0A. Devers1J.-P. Vidal2C. Lauvernet3O. Vannier4INRAE, UR RiverLy, 5 rue de la Doua, CS 20244, 69625 Villeurbanne CEDEX, FranceCompagnie Nationale du Rhône (CNR), 2 rue André Bonin, 69004 Lyon, FranceINRAE, UR RiverLy, 5 rue de la Doua, CS 20244, 69625 Villeurbanne CEDEX, FranceINRAE, UR RiverLy, 5 rue de la Doua, CS 20244, 69625 Villeurbanne CEDEX, FranceCompagnie Nationale du Rhône (CNR), 2 rue André Bonin, 69004 Lyon, France<p>Surface observations are usually too few and far between to properly assess multidecadal variations at the local scale and characterize historical local extreme events at the same time. A data assimilation scheme has been recently presented to assimilate daily observations of temperature and precipitation into downscaled reconstructions from a global extended reanalysis through an Ensemble Kalman fitting approach and to derive high-resolution fields. Recent studies also showed that assimilating observations at high temporal resolution does not guarantee correct multidecadal variations. The current paper thus proposes (1) to apply the data assimilation scheme over France and over the 1871–2012 period based on the SCOPE Climate reconstructions background dataset and all available daily historical surface observations of temperature and precipitation, (2) to develop an assimilation scheme at the yearly timescale and to apply it over the same period and lastly, (3) to derive the FYRE Climate reanalysis, a 25-member ensemble hybrid dataset resulting from the daily and yearly assimilation schemes, spanning the whole 1871–2012 period at a daily and 8 km resolution over France. Assimilating daily observations only allows reconstructing accurately daily characteristics, but fails in reproducing robust multidecadal variations when compared to independent datasets. Combining the daily and yearly assimilation schemes, FYRE Climate clearly performs better than the SCOPE Climate background in terms of bias, error, and correlation, but also better than the Safran reference surface reanalysis over France available from 1958 onward only. FYRE Climate also succeeds in reconstructing both local extreme events and multidecadal variability. It is freely available at <span class="uri">https://doi.org/10.5281/zenodo.4005573</span> (precipitation, <span class="cit" id="xref_altparen.1"><a href="#bib1.bibx34">Devers et al.</a>, <a href="#bib1.bibx34">2020</a><a href="#bib1.bibx34">b</a></span>) and <span class="uri">https://doi.org/10.5281/zenodo.4006472</span> (temperature, <span class="cit" id="xref_altparen.2"><a href="#bib1.bibx35">Devers et al.</a>, <a href="#bib1.bibx35">2020</a><a href="#bib1.bibx35">c</a></span>).</p>https://cp.copernicus.org/articles/17/1857/2021/cp-17-1857-2021.pdf
collection DOAJ
language English
format Article
sources DOAJ
author A. Devers
A. Devers
J.-P. Vidal
C. Lauvernet
O. Vannier
spellingShingle A. Devers
A. Devers
J.-P. Vidal
C. Lauvernet
O. Vannier
FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012
Climate of the Past
author_facet A. Devers
A. Devers
J.-P. Vidal
C. Lauvernet
O. Vannier
author_sort A. Devers
title FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012
title_short FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012
title_full FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012
title_fullStr FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012
title_full_unstemmed FYRE Climate: a high-resolution reanalysis of daily precipitation and temperature in France from 1871 to 2012
title_sort fyre climate: a high-resolution reanalysis of daily precipitation and temperature in france from 1871 to 2012
publisher Copernicus Publications
series Climate of the Past
issn 1814-9324
1814-9332
publishDate 2021-09-01
description <p>Surface observations are usually too few and far between to properly assess multidecadal variations at the local scale and characterize historical local extreme events at the same time. A data assimilation scheme has been recently presented to assimilate daily observations of temperature and precipitation into downscaled reconstructions from a global extended reanalysis through an Ensemble Kalman fitting approach and to derive high-resolution fields. Recent studies also showed that assimilating observations at high temporal resolution does not guarantee correct multidecadal variations. The current paper thus proposes (1) to apply the data assimilation scheme over France and over the 1871–2012 period based on the SCOPE Climate reconstructions background dataset and all available daily historical surface observations of temperature and precipitation, (2) to develop an assimilation scheme at the yearly timescale and to apply it over the same period and lastly, (3) to derive the FYRE Climate reanalysis, a 25-member ensemble hybrid dataset resulting from the daily and yearly assimilation schemes, spanning the whole 1871–2012 period at a daily and 8 km resolution over France. Assimilating daily observations only allows reconstructing accurately daily characteristics, but fails in reproducing robust multidecadal variations when compared to independent datasets. Combining the daily and yearly assimilation schemes, FYRE Climate clearly performs better than the SCOPE Climate background in terms of bias, error, and correlation, but also better than the Safran reference surface reanalysis over France available from 1958 onward only. FYRE Climate also succeeds in reconstructing both local extreme events and multidecadal variability. It is freely available at <span class="uri">https://doi.org/10.5281/zenodo.4005573</span> (precipitation, <span class="cit" id="xref_altparen.1"><a href="#bib1.bibx34">Devers et al.</a>, <a href="#bib1.bibx34">2020</a><a href="#bib1.bibx34">b</a></span>) and <span class="uri">https://doi.org/10.5281/zenodo.4006472</span> (temperature, <span class="cit" id="xref_altparen.2"><a href="#bib1.bibx35">Devers et al.</a>, <a href="#bib1.bibx35">2020</a><a href="#bib1.bibx35">c</a></span>).</p>
url https://cp.copernicus.org/articles/17/1857/2021/cp-17-1857-2021.pdf
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