Empirical glacier mass-balance models for South America

Abstract We investigate relationships between synoptic-scale atmospheric variability and the mass-balance of 13 Andean glaciers (located 16–55° S) using Pearson correlation coefficients (PCCs) and multiple regressions. We then train empirical glacier mass-balance models (EGMs) in a cross-validated m...

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Published in:Journal of Glaciology
Main Authors: Mutz, Sebastian G., Aschauer, Johannes
Other Authors: Deutsche Forschungsgemeinschaft
Format: Article in Journal/Newspaper
Language:English
Published: Cambridge University Press (CUP) 2022
Subjects:
Online Access:http://dx.doi.org/10.1017/jog.2022.6
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0022143022000065
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spelling crcambridgeupr:10.1017/jog.2022.6 2024-03-03T08:37:04+00:00 Empirical glacier mass-balance models for South America Mutz, Sebastian G. Aschauer, Johannes Deutsche Forschungsgemeinschaft 2022 http://dx.doi.org/10.1017/jog.2022.6 https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0022143022000065 en eng Cambridge University Press (CUP) https://creativecommons.org/licenses/by/4.0/ Journal of Glaciology page 1-15 ISSN 0022-1430 1727-5652 Earth-Surface Processes journal-article 2022 crcambridgeupr https://doi.org/10.1017/jog.2022.6 2024-02-08T08:33:20Z Abstract We investigate relationships between synoptic-scale atmospheric variability and the mass-balance of 13 Andean glaciers (located 16–55° S) using Pearson correlation coefficients (PCCs) and multiple regressions. We then train empirical glacier mass-balance models (EGMs) in a cross-validated multiple regression procedure for each glacier. We find four distinct glaciological zones with regard to their climatic controls: (1) The mass-balance of the Outer Tropics glaciers is linked to temperature and the El Niño-Southern Oscillation (PCC ⩽ 0.6), (2) glaciers of the Desert Andes are mainly controlled by zonal wind intensity (PCC ⩽ 0.9) and the Antarctic Oscillation (PCC ⩽0.6), (3) the mass-balance of the Central Andes glaciers is primarily correlated with precipitation anomalies (PCC ⩽ 0.8), and (4) the glacier of the Fuegian Andes is controlled by winter precipitation (PCC ≈ 0.7) and summer temperature (PCC ≈ −0.9). Mass-balance data in the Lakes District and Patagonian Andes zones, where most glaciers are located, are too sparse for a robust detection of synoptic-scale climatic controls. The EGMs yield R 2 values of ~ 0.45 on average and ⩽ 0.74 for the glaciers of the Desert Andes. The EGMs presented here do not consider glacier dynamics or geometry and are therefore only suitable for short-term predictions. Article in Journal/Newspaper Antarc* Antarctic Journal of Glaciology Cambridge University Press Antarctic The Antarctic Journal of Glaciology 1 15
institution Open Polar
collection Cambridge University Press
op_collection_id crcambridgeupr
language English
topic Earth-Surface Processes
spellingShingle Earth-Surface Processes
Mutz, Sebastian G.
Aschauer, Johannes
Empirical glacier mass-balance models for South America
topic_facet Earth-Surface Processes
description Abstract We investigate relationships between synoptic-scale atmospheric variability and the mass-balance of 13 Andean glaciers (located 16–55° S) using Pearson correlation coefficients (PCCs) and multiple regressions. We then train empirical glacier mass-balance models (EGMs) in a cross-validated multiple regression procedure for each glacier. We find four distinct glaciological zones with regard to their climatic controls: (1) The mass-balance of the Outer Tropics glaciers is linked to temperature and the El Niño-Southern Oscillation (PCC ⩽ 0.6), (2) glaciers of the Desert Andes are mainly controlled by zonal wind intensity (PCC ⩽ 0.9) and the Antarctic Oscillation (PCC ⩽0.6), (3) the mass-balance of the Central Andes glaciers is primarily correlated with precipitation anomalies (PCC ⩽ 0.8), and (4) the glacier of the Fuegian Andes is controlled by winter precipitation (PCC ≈ 0.7) and summer temperature (PCC ≈ −0.9). Mass-balance data in the Lakes District and Patagonian Andes zones, where most glaciers are located, are too sparse for a robust detection of synoptic-scale climatic controls. The EGMs yield R 2 values of ~ 0.45 on average and ⩽ 0.74 for the glaciers of the Desert Andes. The EGMs presented here do not consider glacier dynamics or geometry and are therefore only suitable for short-term predictions.
author2 Deutsche Forschungsgemeinschaft
format Article in Journal/Newspaper
author Mutz, Sebastian G.
Aschauer, Johannes
author_facet Mutz, Sebastian G.
Aschauer, Johannes
author_sort Mutz, Sebastian G.
title Empirical glacier mass-balance models for South America
title_short Empirical glacier mass-balance models for South America
title_full Empirical glacier mass-balance models for South America
title_fullStr Empirical glacier mass-balance models for South America
title_full_unstemmed Empirical glacier mass-balance models for South America
title_sort empirical glacier mass-balance models for south america
publisher Cambridge University Press (CUP)
publishDate 2022
url http://dx.doi.org/10.1017/jog.2022.6
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0022143022000065
geographic Antarctic
The Antarctic
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The Antarctic
genre Antarc*
Antarctic
Journal of Glaciology
genre_facet Antarc*
Antarctic
Journal of Glaciology
op_source Journal of Glaciology
page 1-15
ISSN 0022-1430 1727-5652
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1017/jog.2022.6
container_title Journal of Glaciology
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