Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica

Atmospheric rivers transport 90% of all atmospheric moisture in the mid-to-high latitudes, while covering only 10% of the Earth’s surface at any given time. Atmospheric rivers occur infrequently, and atmospheric river frequency in the polar areas is especially low, but they can have a large impact o...

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Main Author: van der Kleij, Sylke (author)
Other Authors: Wouters, B. (mentor), Lhermitte, S.L.M. (mentor), Vizcaino, M. (graduation committee), Delft University of Technology (degree granting institution)
Format: Master Thesis
Language:English
Published: 2023
Subjects:
Online Access:http://resolver.tudelft.nl/uuid:ec62fd55-9318-45c3-81af-5075fc882041
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author van der Kleij, Sylke (author)
author2 Wouters, B. (mentor)
Lhermitte, S.L.M. (mentor)
Vizcaino, M. (graduation committee)
Delft University of Technology (degree granting institution)
author_facet van der Kleij, Sylke (author)
author_sort van der Kleij, Sylke (author)
collection Delft University of Technology: Institutional Repository
description Atmospheric rivers transport 90% of all atmospheric moisture in the mid-to-high latitudes, while covering only 10% of the Earth’s surface at any given time. Atmospheric rivers occur infrequently, and atmospheric river frequency in the polar areas is especially low, but they can have a large impact on the cryosphere when they make landfall. They have been linked to various processes affecting the surface mass balance, such as extreme precipitation events as well as surface melt. This thesis addresses the importance of atmospheric rivers in the polar regions. The study aims to compare atmospheric river precipitation estimates obtained from reanalysis data with ICESat-2 satellite altimetry observations in Antarctica between 2019 and 2021, to determine whether the two different types of data sets show similar amounts of atmospheric river precipitation. To achieve this goal, an atmospheric river detection algorithm designed specifically for polar regions was used to identify atmospheric rivers in Antarctica. All precipitation falling within an atmospheric river footprint for the first 24 hours after detection is attributed to the atmospheric river. The detection algorithm and precipitation attribution are performed to MERRA-2 and ERA5 reanalysis data. The resulting atmospheric river precipitation anomalies were then compared to ICESat-2 height change observations using correlation analysis and a metric based on variance reduction. A detailed analysis is presented of specific drainage basins that show promising results based on the comparison of the reanalysis data and ICESat-2 observations, using time series. The results show a high degree of correlation between the atmospheric river precipitation anomalies from reanalysis data and ICESat-2 height changes in multiple drainage basins. Variance reduction shows that atmospheric river precipitation can explain a significant part of the variance of the ICESat2 height change observations in these drainage basins. This suggests that in select locations, the atmospheric ...
format Master Thesis
genre Antarc*
Antarctica
genre_facet Antarc*
Antarctica
geographic Merra
geographic_facet Merra
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institution Open Polar
language English
long_lat ENVELOPE(12.615,12.615,65.816,65.816)
op_collection_id fttudelft
op_relation http://resolver.tudelft.nl/uuid:ec62fd55-9318-45c3-81af-5075fc882041
op_rights © 2023 Sylke van der Kleij
publishDate 2023
record_format openpolar
spelling fttudelft:oai:tudelft.nl:uuid:ec62fd55-9318-45c3-81af-5075fc882041 2025-01-16T19:05:06+00:00 Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica van der Kleij, Sylke (author) Wouters, B. (mentor) Lhermitte, S.L.M. (mentor) Vizcaino, M. (graduation committee) Delft University of Technology (degree granting institution) 2023-05-30 http://resolver.tudelft.nl/uuid:ec62fd55-9318-45c3-81af-5075fc882041 en eng http://resolver.tudelft.nl/uuid:ec62fd55-9318-45c3-81af-5075fc882041 © 2023 Sylke van der Kleij Atmospheric River ICESat-2 MERRA-2 ERA5 Antarctica Precipitation Altimetry master thesis 2023 fttudelft 2023-07-08T20:49:10Z Atmospheric rivers transport 90% of all atmospheric moisture in the mid-to-high latitudes, while covering only 10% of the Earth’s surface at any given time. Atmospheric rivers occur infrequently, and atmospheric river frequency in the polar areas is especially low, but they can have a large impact on the cryosphere when they make landfall. They have been linked to various processes affecting the surface mass balance, such as extreme precipitation events as well as surface melt. This thesis addresses the importance of atmospheric rivers in the polar regions. The study aims to compare atmospheric river precipitation estimates obtained from reanalysis data with ICESat-2 satellite altimetry observations in Antarctica between 2019 and 2021, to determine whether the two different types of data sets show similar amounts of atmospheric river precipitation. To achieve this goal, an atmospheric river detection algorithm designed specifically for polar regions was used to identify atmospheric rivers in Antarctica. All precipitation falling within an atmospheric river footprint for the first 24 hours after detection is attributed to the atmospheric river. The detection algorithm and precipitation attribution are performed to MERRA-2 and ERA5 reanalysis data. The resulting atmospheric river precipitation anomalies were then compared to ICESat-2 height change observations using correlation analysis and a metric based on variance reduction. A detailed analysis is presented of specific drainage basins that show promising results based on the comparison of the reanalysis data and ICESat-2 observations, using time series. The results show a high degree of correlation between the atmospheric river precipitation anomalies from reanalysis data and ICESat-2 height changes in multiple drainage basins. Variance reduction shows that atmospheric river precipitation can explain a significant part of the variance of the ICESat2 height change observations in these drainage basins. This suggests that in select locations, the atmospheric ... Master Thesis Antarc* Antarctica Delft University of Technology: Institutional Repository Merra ENVELOPE(12.615,12.615,65.816,65.816)
spellingShingle Atmospheric River
ICESat-2
MERRA-2
ERA5
Antarctica
Precipitation
Altimetry
van der Kleij, Sylke (author)
Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica
title Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica
title_full Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica
title_fullStr Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica
title_full_unstemmed Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica
title_short Atmospheric River Precipitation Attribution in Reanalysis Data and Comparison with ICESat-2 Altimetry Observations in Antarctica
title_sort atmospheric river precipitation attribution in reanalysis data and comparison with icesat-2 altimetry observations in antarctica
topic Atmospheric River
ICESat-2
MERRA-2
ERA5
Antarctica
Precipitation
Altimetry
topic_facet Atmospheric River
ICESat-2
MERRA-2
ERA5
Antarctica
Precipitation
Altimetry
url http://resolver.tudelft.nl/uuid:ec62fd55-9318-45c3-81af-5075fc882041