A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation

International audience On forested paths, dendrogeomorphology has been demonstrated to represent a powerful Vincent Jomelli* tool to reconstruct past activity of avalanches, an indispensable step in avalanche hazard Delphine Grancher* assessment. Several quantitative and qualitative approaches have...

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Published in:Arctic, Antarctic, and Alpine Research
Main Authors: Schläppy, Romain, Jomelli, Vincent, Grancher, Delphine, Stoffel, Markus, Corona, Christophe, Brunstein, Daniel, Eckert, Nicolas, Deschâtres, Michaël
Other Authors: Laboratoire de géographie physique : Environnements Quaternaires et Actuels (LGP), Université Paris 1 Panthéon-Sorbonne (UP1)-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12)-Centre National de la Recherche Scientifique (CNRS), Dendrolab.ch Bern, Institute of Geological Sciences Bern, University of Bern-University of Bern, Climatic Change and Climate Impacts Research Group, Institute for Environmental Sciences Geneva (ISE), Université de Genève = University of Geneva (UNIGE)-Université de Genève = University of Geneva (UNIGE), Laboratoire de Géographie Physique et Environnementale (GEOLAB), Université Blaise Pascal - Clermont-Ferrand 2 (UBP)-Institut Sciences de l'Homme et de la Société (IR SHS UNILIM), Université de Limoges (UNILIM)-Université de Limoges (UNILIM)-Université Clermont Auvergne 2017-2020 (UCA 2017-2020 )-Centre National de la Recherche Scientifique (CNRS)-Université Clermont Auvergne (UCA), Erosion torrentielle neige et avalanches (UR ETGR (ETNA)), Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA), ANR-09-RISK-0007,MOPERA,MOdélisation Probabiliste pour l'Evaluation du Risque Avalanche(2009)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2013
Subjects:
EPA
Online Access:https://hal-cnrs.archives-ouvertes.fr/hal-03036941
https://hal-cnrs.archives-ouvertes.fr/hal-03036941/document
https://hal-cnrs.archives-ouvertes.fr/hal-03036941/file/Schl%C3%A4ppy%20et%20al.%20%282013%29.pdf
https://doi.org/10.1657/1938-4246-45.3.383
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record_format openpolar
institution Open Polar
collection Université de Nantes: HAL-UNIV-NANTES
op_collection_id ftunivnantes
language English
topic ANALYSE STATISTIQUE
EPA
CHAMONIX
AVALANCHE
DENDROMETRIE
GEOMORPHOLOGIE
[SDE]Environmental Sciences
[SDE.ES]Environmental Sciences/Environmental and Society
[SDE.MCG]Environmental Sciences/Global Changes
spellingShingle ANALYSE STATISTIQUE
EPA
CHAMONIX
AVALANCHE
DENDROMETRIE
GEOMORPHOLOGIE
[SDE]Environmental Sciences
[SDE.ES]Environmental Sciences/Environmental and Society
[SDE.MCG]Environmental Sciences/Global Changes
Schläppy, Romain
Jomelli, Vincent
Grancher, Delphine
Stoffel, Markus
Corona, Christophe
Brunstein, Daniel
Eckert, Nicolas
Deschâtres, Michaël
A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation
topic_facet ANALYSE STATISTIQUE
EPA
CHAMONIX
AVALANCHE
DENDROMETRIE
GEOMORPHOLOGIE
[SDE]Environmental Sciences
[SDE.ES]Environmental Sciences/Environmental and Society
[SDE.MCG]Environmental Sciences/Global Changes
description International audience On forested paths, dendrogeomorphology has been demonstrated to represent a powerful Vincent Jomelli* tool to reconstruct past activity of avalanches, an indispensable step in avalanche hazard Delphine Grancher* assessment. Several quantitative and qualitative approaches have been shown to yield Markus Stoffel † ‡ reasonable event chronologies but the question of the completeness of tree-ring records remains debatable. Here, we present an alternative semi-quantitative approach for the Christophe Corona † determination of past snow avalanche events. The approach relies on the assessment of Daniel Brunstein* the number and position of disturbed trees within avalanche paths as well as on the Nicolas Eckert § and intensity of reactions in trees. In order to demonstrate that no bias was induced by the dendrogeomorphic expert, we carry out a statistical evaluation (Classification and Regres-Michael Deschatres § sion Trees, or CART) of the approach. Results point to the consistency and replicability *Laboratoire de Géographie Physique, of the procedure and to the fact that the approach is not restricted to the identification of Université Panthéon-Sorbonne, UMR high-magnitude avalanches. Evaluation of the semi-quantitative approach is illustrated on 8591 CNRS, 1 place Aristide Briand, Fa well-documented path in Chamonix, French Alps. For the period 1905-2010, comparison 92195 Meudon cedex, France †Dendrolab.ch, Institute of Geological between the avalanche years recorded in a substantial database (Enquête Permanente sur Sciences, University of Berne, les Avalanches, or EPA) and those defined with dendrogeomorphic techniques shows that Baltzerstrasse 1 ‫ם‬ 3, CH-3012 Berne, the avalanche record reconstructed from tree-ring series contains 38% of the observed Switzerland events.
author2 Laboratoire de géographie physique : Environnements Quaternaires et Actuels (LGP)
Université Paris 1 Panthéon-Sorbonne (UP1)-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12)-Centre National de la Recherche Scientifique (CNRS)
Dendrolab.ch Bern
Institute of Geological Sciences Bern
University of Bern-University of Bern
Climatic Change and Climate Impacts Research Group
Institute for Environmental Sciences Geneva (ISE)
Université de Genève = University of Geneva (UNIGE)-Université de Genève = University of Geneva (UNIGE)
Laboratoire de Géographie Physique et Environnementale (GEOLAB)
Université Blaise Pascal - Clermont-Ferrand 2 (UBP)-Institut Sciences de l'Homme et de la Société (IR SHS UNILIM)
Université de Limoges (UNILIM)-Université de Limoges (UNILIM)-Université Clermont Auvergne 2017-2020 (UCA 2017-2020 )-Centre National de la Recherche Scientifique (CNRS)-Université Clermont Auvergne (UCA)
Erosion torrentielle neige et avalanches (UR ETGR (ETNA))
Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA)
ANR-09-RISK-0007,MOPERA,MOdélisation Probabiliste pour l'Evaluation du Risque Avalanche(2009)
format Article in Journal/Newspaper
author Schläppy, Romain
Jomelli, Vincent
Grancher, Delphine
Stoffel, Markus
Corona, Christophe
Brunstein, Daniel
Eckert, Nicolas
Deschâtres, Michaël
author_facet Schläppy, Romain
Jomelli, Vincent
Grancher, Delphine
Stoffel, Markus
Corona, Christophe
Brunstein, Daniel
Eckert, Nicolas
Deschâtres, Michaël
author_sort Schläppy, Romain
title A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation
title_short A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation
title_full A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation
title_fullStr A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation
title_full_unstemmed A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation
title_sort new tree-ring-based, semi-quantitative approach for the determination of snow avalanche events: use of classification trees for validation
publisher HAL CCSD
publishDate 2013
url https://hal-cnrs.archives-ouvertes.fr/hal-03036941
https://hal-cnrs.archives-ouvertes.fr/hal-03036941/document
https://hal-cnrs.archives-ouvertes.fr/hal-03036941/file/Schl%C3%A4ppy%20et%20al.%20%282013%29.pdf
https://doi.org/10.1657/1938-4246-45.3.383
long_lat ENVELOPE(-63.017,-63.017,-65.017,-65.017)
ENVELOPE(13.758,13.758,66.844,66.844)
geographic Briand
Sion
geographic_facet Briand
Sion
genre Antarctic and Alpine Research
Arctic
genre_facet Antarctic and Alpine Research
Arctic
op_source ISSN: 1523-0430
Arctic, Antarctic, and Alpine Research
https://hal-cnrs.archives-ouvertes.fr/hal-03036941
Arctic, Antarctic, and Alpine Research, 2013, 45 (3), pp.383-395. ⟨10.1657/1938-4246-45.3.383⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1657/1938-4246-45.3.383
hal-03036941
https://hal-cnrs.archives-ouvertes.fr/hal-03036941
https://hal-cnrs.archives-ouvertes.fr/hal-03036941/document
https://hal-cnrs.archives-ouvertes.fr/hal-03036941/file/Schl%C3%A4ppy%20et%20al.%20%282013%29.pdf
doi:10.1657/1938-4246-45.3.383
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WOS: 000329533200008
op_rights info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.1657/1938-4246-45.3.383
container_title Arctic, Antarctic, and Alpine Research
container_volume 45
container_issue 3
container_start_page 383
op_container_end_page 395
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spelling ftunivnantes:oai:HAL:hal-03036941v1 2023-05-15T14:14:29+02:00 A New Tree-Ring-Based, Semi-Quantitative Approach for the Determination of Snow Avalanche Events: use of Classification Trees for Validation Schläppy, Romain Jomelli, Vincent Grancher, Delphine Stoffel, Markus Corona, Christophe Brunstein, Daniel Eckert, Nicolas Deschâtres, Michaël Laboratoire de géographie physique : Environnements Quaternaires et Actuels (LGP) Université Paris 1 Panthéon-Sorbonne (UP1)-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12)-Centre National de la Recherche Scientifique (CNRS) Dendrolab.ch Bern Institute of Geological Sciences Bern University of Bern-University of Bern Climatic Change and Climate Impacts Research Group Institute for Environmental Sciences Geneva (ISE) Université de Genève = University of Geneva (UNIGE)-Université de Genève = University of Geneva (UNIGE) Laboratoire de Géographie Physique et Environnementale (GEOLAB) Université Blaise Pascal - Clermont-Ferrand 2 (UBP)-Institut Sciences de l'Homme et de la Société (IR SHS UNILIM) Université de Limoges (UNILIM)-Université de Limoges (UNILIM)-Université Clermont Auvergne 2017-2020 (UCA 2017-2020 )-Centre National de la Recherche Scientifique (CNRS)-Université Clermont Auvergne (UCA) Erosion torrentielle neige et avalanches (UR ETGR (ETNA)) Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA) ANR-09-RISK-0007,MOPERA,MOdélisation Probabiliste pour l'Evaluation du Risque Avalanche(2009) 2013-08 https://hal-cnrs.archives-ouvertes.fr/hal-03036941 https://hal-cnrs.archives-ouvertes.fr/hal-03036941/document https://hal-cnrs.archives-ouvertes.fr/hal-03036941/file/Schl%C3%A4ppy%20et%20al.%20%282013%29.pdf https://doi.org/10.1657/1938-4246-45.3.383 en eng HAL CCSD University of Colorado at Boulder, Institute of Arctic and Alpine Research info:eu-repo/semantics/altIdentifier/doi/10.1657/1938-4246-45.3.383 hal-03036941 https://hal-cnrs.archives-ouvertes.fr/hal-03036941 https://hal-cnrs.archives-ouvertes.fr/hal-03036941/document https://hal-cnrs.archives-ouvertes.fr/hal-03036941/file/Schl%C3%A4ppy%20et%20al.%20%282013%29.pdf doi:10.1657/1938-4246-45.3.383 IRSTEA: PUB00039494 WOS: 000329533200008 info:eu-repo/semantics/OpenAccess ISSN: 1523-0430 Arctic, Antarctic, and Alpine Research https://hal-cnrs.archives-ouvertes.fr/hal-03036941 Arctic, Antarctic, and Alpine Research, 2013, 45 (3), pp.383-395. ⟨10.1657/1938-4246-45.3.383⟩ ANALYSE STATISTIQUE EPA CHAMONIX AVALANCHE DENDROMETRIE GEOMORPHOLOGIE [SDE]Environmental Sciences [SDE.ES]Environmental Sciences/Environmental and Society [SDE.MCG]Environmental Sciences/Global Changes info:eu-repo/semantics/article Journal articles 2013 ftunivnantes https://doi.org/10.1657/1938-4246-45.3.383 2023-03-08T03:32:46Z International audience On forested paths, dendrogeomorphology has been demonstrated to represent a powerful Vincent Jomelli* tool to reconstruct past activity of avalanches, an indispensable step in avalanche hazard Delphine Grancher* assessment. Several quantitative and qualitative approaches have been shown to yield Markus Stoffel † ‡ reasonable event chronologies but the question of the completeness of tree-ring records remains debatable. Here, we present an alternative semi-quantitative approach for the Christophe Corona † determination of past snow avalanche events. The approach relies on the assessment of Daniel Brunstein* the number and position of disturbed trees within avalanche paths as well as on the Nicolas Eckert § and intensity of reactions in trees. In order to demonstrate that no bias was induced by the dendrogeomorphic expert, we carry out a statistical evaluation (Classification and Regres-Michael Deschatres § sion Trees, or CART) of the approach. Results point to the consistency and replicability *Laboratoire de Géographie Physique, of the procedure and to the fact that the approach is not restricted to the identification of Université Panthéon-Sorbonne, UMR high-magnitude avalanches. Evaluation of the semi-quantitative approach is illustrated on 8591 CNRS, 1 place Aristide Briand, Fa well-documented path in Chamonix, French Alps. For the period 1905-2010, comparison 92195 Meudon cedex, France †Dendrolab.ch, Institute of Geological between the avalanche years recorded in a substantial database (Enquête Permanente sur Sciences, University of Berne, les Avalanches, or EPA) and those defined with dendrogeomorphic techniques shows that Baltzerstrasse 1 ‫ם‬ 3, CH-3012 Berne, the avalanche record reconstructed from tree-ring series contains 38% of the observed Switzerland events. Article in Journal/Newspaper Antarctic and Alpine Research Arctic Université de Nantes: HAL-UNIV-NANTES Briand ENVELOPE(-63.017,-63.017,-65.017,-65.017) Sion ENVELOPE(13.758,13.758,66.844,66.844) Arctic, Antarctic, and Alpine Research 45 3 383 395