Fractional snow-covered area: scale-independent peak of winter parameterization

International audience Abstract. The spatial distribution of snow in the mountains is significantly influenced through interactions of topography with wind, precipitation, shortwave and longwave radiation, and avalanches that may relocate the accumulated snow. One of the most crucial model parameter...

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Published in:The Cryosphere
Main Authors: Helbig, Nora, Bühler, Yves, Eberhard, Lucie, Deschamps-Berger, César, Gascoin, Simon, Dumont, Marie, Revuelto, Jesus, Deems, Jeff, Jonas, Tobias
Other Authors: Centre d'études spatiales de la biosphère (CESBIO), Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP), Météo France-Centre National d'Études Spatiales Toulouse (CNES)-Université Fédérale Toulouse Midi-Pyrénées-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Météo France-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS), Centre national de recherches météorologiques (CNRM), Institut national des sciences de l'Univers (INSU - CNRS)-Météo France-Centre National de la Recherche Scientifique (CNRS)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2021
Subjects:
Online Access:https://hal.archives-ouvertes.fr/hal-03237356
https://hal.archives-ouvertes.fr/hal-03237356/document
https://hal.archives-ouvertes.fr/hal-03237356/file/tc-15-615-2021.pdf
https://doi.org/10.5194/tc-15-615-2021
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spelling ftccsdartic:oai:HAL:hal-03237356v1 2023-05-15T18:32:14+02:00 Fractional snow-covered area: scale-independent peak of winter parameterization Helbig, Nora Bühler, Yves Eberhard, Lucie Deschamps-Berger, César Gascoin, Simon Dumont, Marie Revuelto, Jesus Deems, Jeff Jonas, Tobias Centre d'études spatiales de la biosphère (CESBIO) Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Université Toulouse III - Paul Sabatier (UT3) Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP) Météo France-Centre National d'Études Spatiales Toulouse (CNES)-Université Fédérale Toulouse Midi-Pyrénées-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Météo France-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS) Centre national de recherches météorologiques (CNRM) Institut national des sciences de l'Univers (INSU - CNRS)-Météo France-Centre National de la Recherche Scientifique (CNRS) 2021 https://hal.archives-ouvertes.fr/hal-03237356 https://hal.archives-ouvertes.fr/hal-03237356/document https://hal.archives-ouvertes.fr/hal-03237356/file/tc-15-615-2021.pdf https://doi.org/10.5194/tc-15-615-2021 en eng HAL CCSD Copernicus info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-15-615-2021 hal-03237356 https://hal.archives-ouvertes.fr/hal-03237356 https://hal.archives-ouvertes.fr/hal-03237356/document https://hal.archives-ouvertes.fr/hal-03237356/file/tc-15-615-2021.pdf doi:10.5194/tc-15-615-2021 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess ISSN: 1994-0424 EISSN: 1994-0416 The Cryosphere https://hal.archives-ouvertes.fr/hal-03237356 The Cryosphere, Copernicus 2021, 15 (2), pp.615-632. ⟨10.5194/tc-15-615-2021⟩ [SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces environment info:eu-repo/semantics/article Journal articles 2021 ftccsdartic https://doi.org/10.5194/tc-15-615-2021 2021-10-23T23:40:01Z International audience Abstract. The spatial distribution of snow in the mountains is significantly influenced through interactions of topography with wind, precipitation, shortwave and longwave radiation, and avalanches that may relocate the accumulated snow. One of the most crucial model parameters for various applications such as weather forecasts, climate predictions and hydrological modeling is the fraction of the ground surface that is covered by snow, also called fractional snow-covered area (fSCA). While previous subgrid parameterizations for the spatial snow depth distribution and fSCA work well, performances were scale-dependent. Here, we were able to confirm a previously established empirical relationship of peak of winter parameterization for the standard deviation of snow depth σHS by evaluating it with 11 spatial snow depth data sets from 7 different geographic regions and snow climates with resolutions ranging from 0.1 to 3 m. An enhanced performance (mean percentage errors, MPE, decreased by 25 %) across all spatial scales ≥ 200 m was achieved by recalibrating and introducing a scale-dependency in the dominant scaling variables. Scale-dependent MPEs vary between −7 % and 3 % for σHS and between 0 % and 1 % for fSCA. We performed a scale- and region-dependent evaluation of the parameterizations to assess the potential performances with independent data sets. This evaluation revealed that for the majority of the regions, the MPEs mostly lie between ±10 % for σHS and between −1 % and 1.5 % for fSCA. This suggests that the new parameterizations perform similarly well in most geographical regions. Article in Journal/Newspaper The Cryosphere Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) The Cryosphere 15 2 615 632
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.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
spellingShingle [SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
Helbig, Nora
Bühler, Yves
Eberhard, Lucie
Deschamps-Berger, César
Gascoin, Simon
Dumont, Marie
Revuelto, Jesus
Deems, Jeff
Jonas, Tobias
Fractional snow-covered area: scale-independent peak of winter parameterization
topic_facet [SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
description International audience Abstract. The spatial distribution of snow in the mountains is significantly influenced through interactions of topography with wind, precipitation, shortwave and longwave radiation, and avalanches that may relocate the accumulated snow. One of the most crucial model parameters for various applications such as weather forecasts, climate predictions and hydrological modeling is the fraction of the ground surface that is covered by snow, also called fractional snow-covered area (fSCA). While previous subgrid parameterizations for the spatial snow depth distribution and fSCA work well, performances were scale-dependent. Here, we were able to confirm a previously established empirical relationship of peak of winter parameterization for the standard deviation of snow depth σHS by evaluating it with 11 spatial snow depth data sets from 7 different geographic regions and snow climates with resolutions ranging from 0.1 to 3 m. An enhanced performance (mean percentage errors, MPE, decreased by 25 %) across all spatial scales ≥ 200 m was achieved by recalibrating and introducing a scale-dependency in the dominant scaling variables. Scale-dependent MPEs vary between −7 % and 3 % for σHS and between 0 % and 1 % for fSCA. We performed a scale- and region-dependent evaluation of the parameterizations to assess the potential performances with independent data sets. This evaluation revealed that for the majority of the regions, the MPEs mostly lie between ±10 % for σHS and between −1 % and 1.5 % for fSCA. This suggests that the new parameterizations perform similarly well in most geographical regions.
author2 Centre d'études spatiales de la biosphère (CESBIO)
Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Université Toulouse III - Paul Sabatier (UT3)
Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire Midi-Pyrénées (OMP)
Météo France-Centre National d'Études Spatiales Toulouse (CNES)-Université Fédérale Toulouse Midi-Pyrénées-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Météo France-Centre National d'Études Spatiales Toulouse (CNES)-Centre National de la Recherche Scientifique (CNRS)
Centre national de recherches météorologiques (CNRM)
Institut national des sciences de l'Univers (INSU - CNRS)-Météo France-Centre National de la Recherche Scientifique (CNRS)
format Article in Journal/Newspaper
author Helbig, Nora
Bühler, Yves
Eberhard, Lucie
Deschamps-Berger, César
Gascoin, Simon
Dumont, Marie
Revuelto, Jesus
Deems, Jeff
Jonas, Tobias
author_facet Helbig, Nora
Bühler, Yves
Eberhard, Lucie
Deschamps-Berger, César
Gascoin, Simon
Dumont, Marie
Revuelto, Jesus
Deems, Jeff
Jonas, Tobias
author_sort Helbig, Nora
title Fractional snow-covered area: scale-independent peak of winter parameterization
title_short Fractional snow-covered area: scale-independent peak of winter parameterization
title_full Fractional snow-covered area: scale-independent peak of winter parameterization
title_fullStr Fractional snow-covered area: scale-independent peak of winter parameterization
title_full_unstemmed Fractional snow-covered area: scale-independent peak of winter parameterization
title_sort fractional snow-covered area: scale-independent peak of winter parameterization
publisher HAL CCSD
publishDate 2021
url https://hal.archives-ouvertes.fr/hal-03237356
https://hal.archives-ouvertes.fr/hal-03237356/document
https://hal.archives-ouvertes.fr/hal-03237356/file/tc-15-615-2021.pdf
https://doi.org/10.5194/tc-15-615-2021
genre The Cryosphere
genre_facet The Cryosphere
op_source ISSN: 1994-0424
EISSN: 1994-0416
The Cryosphere
https://hal.archives-ouvertes.fr/hal-03237356
The Cryosphere, Copernicus 2021, 15 (2), pp.615-632. ⟨10.5194/tc-15-615-2021⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-15-615-2021
hal-03237356
https://hal.archives-ouvertes.fr/hal-03237356
https://hal.archives-ouvertes.fr/hal-03237356/document
https://hal.archives-ouvertes.fr/hal-03237356/file/tc-15-615-2021.pdf
doi:10.5194/tc-15-615-2021
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/tc-15-615-2021
container_title The Cryosphere
container_volume 15
container_issue 2
container_start_page 615
op_container_end_page 632
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