AnaWEGE: a weather generator based on analogues of atmospheric circulation

International audience Abstract. This paper presents a stochastic weather generator based on analogues of circulation (AnaWEGE). Analogues of circulation have been a promising paradigm to analyse climate variability and its extremes. The weather generator uses precomputed analogues of sea-level pres...

Full description

Bibliographic Details
Published in:Geoscientific Model Development
Main Author: Yiou, P.
Other Authors: Laboratoire des Sciences du Climat et de l'Environnement Gif-sur-Yvette (LSCE), Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ), Extrèmes : Statistiques, Impacts et Régionalisation (ESTIMR), Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2014
Subjects:
Online Access:https://hal.archives-ouvertes.fr/hal-03213449
https://hal.archives-ouvertes.fr/hal-03213449/document
https://hal.archives-ouvertes.fr/hal-03213449/file/gmd-7-531-2014.pdf
https://doi.org/10.5194/gmd-7-531-2014
id ftccsdartic:oai:HAL:hal-03213449v1
record_format openpolar
spelling ftccsdartic:oai:HAL:hal-03213449v1 2023-05-15T17:31:53+02:00 AnaWEGE: a weather generator based on analogues of atmospheric circulation Yiou, P. Laboratoire des Sciences du Climat et de l'Environnement Gif-sur-Yvette (LSCE) Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ) Extrèmes : Statistiques, Impacts et Régionalisation (ESTIMR) Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ) 2014 https://hal.archives-ouvertes.fr/hal-03213449 https://hal.archives-ouvertes.fr/hal-03213449/document https://hal.archives-ouvertes.fr/hal-03213449/file/gmd-7-531-2014.pdf https://doi.org/10.5194/gmd-7-531-2014 en eng HAL CCSD European Geosciences Union info:eu-repo/semantics/altIdentifier/doi/10.5194/gmd-7-531-2014 hal-03213449 https://hal.archives-ouvertes.fr/hal-03213449 https://hal.archives-ouvertes.fr/hal-03213449/document https://hal.archives-ouvertes.fr/hal-03213449/file/gmd-7-531-2014.pdf doi:10.5194/gmd-7-531-2014 info:eu-repo/semantics/OpenAccess ISSN: 1991-959X Geoscientific Model Development https://hal.archives-ouvertes.fr/hal-03213449 Geoscientific Model Development, European Geosciences Union, 2014, 7 (2), pp.531-543. ⟨10.5194/gmd-7-531-2014⟩ [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere [SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces environment info:eu-repo/semantics/article Journal articles 2014 ftccsdartic https://doi.org/10.5194/gmd-7-531-2014 2021-12-19T00:13:46Z International audience Abstract. This paper presents a stochastic weather generator based on analogues of circulation (AnaWEGE). Analogues of circulation have been a promising paradigm to analyse climate variability and its extremes. The weather generator uses precomputed analogues of sea-level pressure over the North Atlantic. The stochastic rules of the generator constrain the continuity in time of the simulations. The generator then simulates spatially coherent time series of a climate variable, drawn from meteorological observations. The weather generator is tested for European temperatures, and for winter and summer seasons. The biases in temperature quantiles and autocorrelation are rather small compared to observed variability. The ability of simulating extremely hot summers and cold winters is also assessed. Article in Journal/Newspaper North Atlantic Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) Geoscientific Model Development 7 2 531 543
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
spellingShingle [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
Yiou, P.
AnaWEGE: a weather generator based on analogues of atmospheric circulation
topic_facet [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
description International audience Abstract. This paper presents a stochastic weather generator based on analogues of circulation (AnaWEGE). Analogues of circulation have been a promising paradigm to analyse climate variability and its extremes. The weather generator uses precomputed analogues of sea-level pressure over the North Atlantic. The stochastic rules of the generator constrain the continuity in time of the simulations. The generator then simulates spatially coherent time series of a climate variable, drawn from meteorological observations. The weather generator is tested for European temperatures, and for winter and summer seasons. The biases in temperature quantiles and autocorrelation are rather small compared to observed variability. The ability of simulating extremely hot summers and cold winters is also assessed.
author2 Laboratoire des Sciences du Climat et de l'Environnement Gif-sur-Yvette (LSCE)
Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)
Extrèmes : Statistiques, Impacts et Régionalisation (ESTIMR)
Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)
format Article in Journal/Newspaper
author Yiou, P.
author_facet Yiou, P.
author_sort Yiou, P.
title AnaWEGE: a weather generator based on analogues of atmospheric circulation
title_short AnaWEGE: a weather generator based on analogues of atmospheric circulation
title_full AnaWEGE: a weather generator based on analogues of atmospheric circulation
title_fullStr AnaWEGE: a weather generator based on analogues of atmospheric circulation
title_full_unstemmed AnaWEGE: a weather generator based on analogues of atmospheric circulation
title_sort anawege: a weather generator based on analogues of atmospheric circulation
publisher HAL CCSD
publishDate 2014
url https://hal.archives-ouvertes.fr/hal-03213449
https://hal.archives-ouvertes.fr/hal-03213449/document
https://hal.archives-ouvertes.fr/hal-03213449/file/gmd-7-531-2014.pdf
https://doi.org/10.5194/gmd-7-531-2014
genre North Atlantic
genre_facet North Atlantic
op_source ISSN: 1991-959X
Geoscientific Model Development
https://hal.archives-ouvertes.fr/hal-03213449
Geoscientific Model Development, European Geosciences Union, 2014, 7 (2), pp.531-543. ⟨10.5194/gmd-7-531-2014⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/gmd-7-531-2014
hal-03213449
https://hal.archives-ouvertes.fr/hal-03213449
https://hal.archives-ouvertes.fr/hal-03213449/document
https://hal.archives-ouvertes.fr/hal-03213449/file/gmd-7-531-2014.pdf
doi:10.5194/gmd-7-531-2014
op_rights info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/gmd-7-531-2014
container_title Geoscientific Model Development
container_volume 7
container_issue 2
container_start_page 531
op_container_end_page 543
_version_ 1766129728614301696