Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim
The intent of thesis project was to investigate Arctic precipitation from three atmospheric reanalyses: Modern Era Retrospective Analysis for Research and Applications (MERRA), Climate Forecast System Reanalysis (CFSR), European Centre for Medium-Range Weather Forecasts Reanalysis-Interim (ERA-Inter...
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ftunicolboulder:oai:scholar.colorado.edu:geog_gradetds-1077 2023-05-15T14:36:54+02:00 Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim Hurley, Allison R. 2014-01-01T08:00:00Z application/pdf https://scholar.colorado.edu/geog_gradetds/75 https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1077&context=geog_gradetds unknown CU Scholar https://scholar.colorado.edu/geog_gradetds/75 https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1077&context=geog_gradetds Geography Graduate Theses & Dissertations Arctic Atmospheric Reanalysis CFSR ERA-Interim MERRA Precipitation Geography Physical and Environmental Geography text 2014 ftunicolboulder 2018-10-07T08:55:20Z The intent of thesis project was to investigate Arctic precipitation from three atmospheric reanalyses: Modern Era Retrospective Analysis for Research and Applications (MERRA), Climate Forecast System Reanalysis (CFSR), European Centre for Medium-Range Weather Forecasts Reanalysis-Interim (ERA-Interim). The first objective of the study was to determine if the three atmospheric reanalyses provide an accurate depiction of seasonal precipitation patterns. Spatial variability, recent trends, and anomalies in Arctic precipitation were investigated. The second objective was to conduct a statistical validation of each of the reanalysis products through a comparison with monthly GHCN station observations. Monthly precipitation fields were investigated for the period spanning January 1979 - December 2010. Overall, MERRA, CFSR, and ERA-Interim captured the known average monthly precipitation patterns across the Arctic. One notable discrepancy with ERA-Interim's precipitation field exists across the northern North Atlantic and is further investigated using nearby coastal station data. Station observations were then used to validate the reanalyses across the entire Arctic. Bias, correlations, root mean-squared error were calculated. The largest inconsistency between the reanalyses and the station observations exists in summer; smaller biases and errors exist in winter. However, associated model errors and biases are found to be related to the number of observations utilized. The ability to pinpoint the best reanalysis for use in Arctic hydrologic studies lies in further investigation of the precipitation assimilation process in each reanalysis as well as an improvement in the accuracy of gauge measurements. Text Arctic North Atlantic University of Colorado, Boulder: CU Scholar Arctic Merra ENVELOPE(12.615,12.615,65.816,65.816) |
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Open Polar |
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University of Colorado, Boulder: CU Scholar |
op_collection_id |
ftunicolboulder |
language |
unknown |
topic |
Arctic Atmospheric Reanalysis CFSR ERA-Interim MERRA Precipitation Geography Physical and Environmental Geography |
spellingShingle |
Arctic Atmospheric Reanalysis CFSR ERA-Interim MERRA Precipitation Geography Physical and Environmental Geography Hurley, Allison R. Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim |
topic_facet |
Arctic Atmospheric Reanalysis CFSR ERA-Interim MERRA Precipitation Geography Physical and Environmental Geography |
description |
The intent of thesis project was to investigate Arctic precipitation from three atmospheric reanalyses: Modern Era Retrospective Analysis for Research and Applications (MERRA), Climate Forecast System Reanalysis (CFSR), European Centre for Medium-Range Weather Forecasts Reanalysis-Interim (ERA-Interim). The first objective of the study was to determine if the three atmospheric reanalyses provide an accurate depiction of seasonal precipitation patterns. Spatial variability, recent trends, and anomalies in Arctic precipitation were investigated. The second objective was to conduct a statistical validation of each of the reanalysis products through a comparison with monthly GHCN station observations. Monthly precipitation fields were investigated for the period spanning January 1979 - December 2010. Overall, MERRA, CFSR, and ERA-Interim captured the known average monthly precipitation patterns across the Arctic. One notable discrepancy with ERA-Interim's precipitation field exists across the northern North Atlantic and is further investigated using nearby coastal station data. Station observations were then used to validate the reanalyses across the entire Arctic. Bias, correlations, root mean-squared error were calculated. The largest inconsistency between the reanalyses and the station observations exists in summer; smaller biases and errors exist in winter. However, associated model errors and biases are found to be related to the number of observations utilized. The ability to pinpoint the best reanalysis for use in Arctic hydrologic studies lies in further investigation of the precipitation assimilation process in each reanalysis as well as an improvement in the accuracy of gauge measurements. |
format |
Text |
author |
Hurley, Allison R. |
author_facet |
Hurley, Allison R. |
author_sort |
Hurley, Allison R. |
title |
Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim |
title_short |
Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim |
title_full |
Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim |
title_fullStr |
Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim |
title_full_unstemmed |
Comparison and Validation of Arctic Precipitation Fields from Three Atmospheric Reanalyses: CFSR, MERRA, ERA-Interim |
title_sort |
comparison and validation of arctic precipitation fields from three atmospheric reanalyses: cfsr, merra, era-interim |
publisher |
CU Scholar |
publishDate |
2014 |
url |
https://scholar.colorado.edu/geog_gradetds/75 https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1077&context=geog_gradetds |
long_lat |
ENVELOPE(12.615,12.615,65.816,65.816) |
geographic |
Arctic Merra |
geographic_facet |
Arctic Merra |
genre |
Arctic North Atlantic |
genre_facet |
Arctic North Atlantic |
op_source |
Geography Graduate Theses & Dissertations |
op_relation |
https://scholar.colorado.edu/geog_gradetds/75 https://scholar.colorado.edu/cgi/viewcontent.cgi?article=1077&context=geog_gradetds |
_version_ |
1766309437853663232 |