Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data

The European Arctic is a region of high interest for climate change. Water vapor plays a fundamental role in global warming; therefore, high-quality water vapor monitoring is essential for assimilation in forecast simulations. The seven analyzed instruments on-board satellite platforms are: Atmosphe...

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Main Authors: Vaquero-Martinez, Javier, Anton, Manuel, Roman, Roberto, Cachorro, Victoria E., Wang, Huiqun, Abad, Gonzalo Gonzalez, Ritter, Christoph
Format: Article in Journal/Newspaper
Language:English
Published: ELSEVIER 2020
Subjects:
Online Access:https://kups.ub.uni-koeln.de/31396/
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spelling ftubkoeln:oai:USBKOELN.ub.uni-koeln.de:31396 2023-05-15T14:25:13+02:00 Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data Vaquero-Martinez, Javier Anton, Manuel Roman, Roberto Cachorro, Victoria E. Wang, Huiqun Abad, Gonzalo Gonzalez Ritter, Christoph 2020 https://kups.ub.uni-koeln.de/31396/ eng eng ELSEVIER Vaquero-Martinez, Javier, Anton, Manuel, Roman, Roberto orcid:0000-0003-4889-1781 , Cachorro, Victoria E., Wang, Huiqun, Abad, Gonzalo Gonzalez and Ritter, Christoph (2020). Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data. Sci. Total Environ., 741. AMSTERDAM: ELSEVIER. ISSN 1879-1026 ddc:no doc-type:article publishedVersion 2020 ftubkoeln 2022-11-09T07:23:01Z The European Arctic is a region of high interest for climate change. Water vapor plays a fundamental role in global warming; therefore, high-quality water vapor monitoring is essential for assimilation in forecast simulations. The seven analyzed instruments on-board satellite platforms are: Atmospheric Infrared Sounder (AIRS), Global Ozone Monitoring Instrument 2 (GOME-2), Moderate-Resolution Imaging Spectroradiometer (MODIS), Ozone Monitoring Instrument (OMI), SCanning Imaging Absorption Spectrometer for Atmospheric Carthography (SCIAMACHY) and Polarization and Directionality of the Earth's Reflectances (POLDER). The GNSS data from Ny-angstrom lesund are matched to satellite observations of IWV in a 30-min temporal window, and 100-km radius. Then, statistics and the distribution of satellite-ground differences under different conditions are studied. The correlation coefficient (R-2) with ground-based measurements is about 0.7 for all products except OMI (R-2= 0.5), and MODIS NIR and POLDER (R-2=0.3). OMI shows high bias and variability compared to the rest of products. RMSE values are of the order of 3 mm for all satellites, except OMI (7 mm) and POLDER (5 mm). Bias (MBE) is negligible for AIRS, close to +1.6 mm for GOME-2 and MODIS IR, +0.8 mm for MODIS NIR, +5.9 mm for OMI, -2.7 mm for POLDER and -1.2 mm for SCIAMCHY. All satellite products tend to overestimate small IWV values and underestimate large IWV values. Variability also increases with IWV. An underestimation of the satellite products and an increase on the variability is generally observed for large Solar Zenith Angle (SZA) values. Under cloudy conditions, underestimation and variability are increased. Seasonal behavior is driven by the typical cloud cover (CC), SZA, and IWV values. In summer, it is typical to find conditions with large IWV, small SZA and large CC values. Therefore, in summer months satellite products are more biased (either positively or negatively) and with more variability, but in relative terms they are less biased and exhibit ... Article in Journal/Newspaper Arctic Arctic Climate change Global warming Cologne University: KUPS Arctic Lesund ENVELOPE(8.470,8.470,63.331,63.331)
institution Open Polar
collection Cologne University: KUPS
op_collection_id ftubkoeln
language English
topic ddc:no
spellingShingle ddc:no
Vaquero-Martinez, Javier
Anton, Manuel
Roman, Roberto
Cachorro, Victoria E.
Wang, Huiqun
Abad, Gonzalo Gonzalez
Ritter, Christoph
Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
topic_facet ddc:no
description The European Arctic is a region of high interest for climate change. Water vapor plays a fundamental role in global warming; therefore, high-quality water vapor monitoring is essential for assimilation in forecast simulations. The seven analyzed instruments on-board satellite platforms are: Atmospheric Infrared Sounder (AIRS), Global Ozone Monitoring Instrument 2 (GOME-2), Moderate-Resolution Imaging Spectroradiometer (MODIS), Ozone Monitoring Instrument (OMI), SCanning Imaging Absorption Spectrometer for Atmospheric Carthography (SCIAMACHY) and Polarization and Directionality of the Earth's Reflectances (POLDER). The GNSS data from Ny-angstrom lesund are matched to satellite observations of IWV in a 30-min temporal window, and 100-km radius. Then, statistics and the distribution of satellite-ground differences under different conditions are studied. The correlation coefficient (R-2) with ground-based measurements is about 0.7 for all products except OMI (R-2= 0.5), and MODIS NIR and POLDER (R-2=0.3). OMI shows high bias and variability compared to the rest of products. RMSE values are of the order of 3 mm for all satellites, except OMI (7 mm) and POLDER (5 mm). Bias (MBE) is negligible for AIRS, close to +1.6 mm for GOME-2 and MODIS IR, +0.8 mm for MODIS NIR, +5.9 mm for OMI, -2.7 mm for POLDER and -1.2 mm for SCIAMCHY. All satellite products tend to overestimate small IWV values and underestimate large IWV values. Variability also increases with IWV. An underestimation of the satellite products and an increase on the variability is generally observed for large Solar Zenith Angle (SZA) values. Under cloudy conditions, underestimation and variability are increased. Seasonal behavior is driven by the typical cloud cover (CC), SZA, and IWV values. In summer, it is typical to find conditions with large IWV, small SZA and large CC values. Therefore, in summer months satellite products are more biased (either positively or negatively) and with more variability, but in relative terms they are less biased and exhibit ...
format Article in Journal/Newspaper
author Vaquero-Martinez, Javier
Anton, Manuel
Roman, Roberto
Cachorro, Victoria E.
Wang, Huiqun
Abad, Gonzalo Gonzalez
Ritter, Christoph
author_facet Vaquero-Martinez, Javier
Anton, Manuel
Roman, Roberto
Cachorro, Victoria E.
Wang, Huiqun
Abad, Gonzalo Gonzalez
Ritter, Christoph
author_sort Vaquero-Martinez, Javier
title Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
title_short Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
title_full Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
title_fullStr Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
title_full_unstemmed Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
title_sort water vapor satellite products in the european arctic: an inter-comparison against gnss data
publisher ELSEVIER
publishDate 2020
url https://kups.ub.uni-koeln.de/31396/
long_lat ENVELOPE(8.470,8.470,63.331,63.331)
geographic Arctic
Lesund
geographic_facet Arctic
Lesund
genre Arctic
Arctic
Climate change
Global warming
genre_facet Arctic
Arctic
Climate change
Global warming
op_relation Vaquero-Martinez, Javier, Anton, Manuel, Roman, Roberto orcid:0000-0003-4889-1781 , Cachorro, Victoria E., Wang, Huiqun, Abad, Gonzalo Gonzalez and Ritter, Christoph (2020). Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data. Sci. Total Environ., 741. AMSTERDAM: ELSEVIER. ISSN 1879-1026
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