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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Published in:Science of The Total Environment
Main Authors: Vaquero-Martinez, Javier, Anton, Manuel, Roman, Roberto, Cachorro, V. E., Wang, Huiqun, Gonzalez Abad, Ganzalo, Ritter, Christoph
Format: Article in Journal/Newspaper
Language:unknown
Published: ELSEVIER SCIENCE BV 2020
Subjects:
Online Access:https://epic.awi.de/id/eprint/52645/
https://hdl.handle.net/10013/epic.f05fd5ef-5910-40e8-8d54-993b1b02135e
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spelling ftawi:oai:epic.awi.de:52645 2023-07-16T03:55:33+02:00 Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data Vaquero-Martinez, Javier Anton, Manuel Roman, Roberto Cachorro, V. E. Wang, Huiqun Gonzalez Abad, Ganzalo Ritter, Christoph 2020 https://epic.awi.de/id/eprint/52645/ https://hdl.handle.net/10013/epic.f05fd5ef-5910-40e8-8d54-993b1b02135e unknown ELSEVIER SCIENCE BV Vaquero-Martinez, J. , Anton, M. , Roman, R. , Cachorro, V. E. , Wang, H. , Gonzalez Abad, G. and Ritter, C. orcid:0000-0003-1433-8371 (2020) Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data , Science of The Total Environment, 741 . doi:10.1016/j.scitotenv.2020.140335 <https://doi.org/10.1016/j.scitotenv.2020.140335> , hdl:10013/epic.f05fd5ef-5910-40e8-8d54-993b1b02135e EPIC3Science of The Total Environment, ELSEVIER SCIENCE BV, 741, ISSN: 0048-9697 Article isiRev 2020 ftawi https://doi.org/10.1016/j.scitotenv.2020.140335 2023-06-25T23:19:51Z 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-Ålesund 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 (R2) with ground-based measurements is about 0.7 for all products except OMI (R2=0.5), and MODIS NIR and POLDER (R2=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 less ... Article in Journal/Newspaper Arctic Arctic Climate change Global warming Ny Ålesund Ny-Ålesund Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center) Arctic Ny-Ålesund Science of The Total Environment 741 140335
institution Open Polar
collection Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
op_collection_id ftawi
language unknown
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-Ålesund 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 (R2) with ground-based measurements is about 0.7 for all products except OMI (R2=0.5), and MODIS NIR and POLDER (R2=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 less ...
format Article in Journal/Newspaper
author Vaquero-Martinez, Javier
Anton, Manuel
Roman, Roberto
Cachorro, V. E.
Wang, Huiqun
Gonzalez Abad, Ganzalo
Ritter, Christoph
spellingShingle Vaquero-Martinez, Javier
Anton, Manuel
Roman, Roberto
Cachorro, V. E.
Wang, Huiqun
Gonzalez Abad, Ganzalo
Ritter, Christoph
Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data
author_facet Vaquero-Martinez, Javier
Anton, Manuel
Roman, Roberto
Cachorro, V. E.
Wang, Huiqun
Gonzalez Abad, Ganzalo
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 SCIENCE BV
publishDate 2020
url https://epic.awi.de/id/eprint/52645/
https://hdl.handle.net/10013/epic.f05fd5ef-5910-40e8-8d54-993b1b02135e
geographic Arctic
Ny-Ålesund
geographic_facet Arctic
Ny-Ålesund
genre Arctic
Arctic
Climate change
Global warming
Ny Ålesund
Ny-Ålesund
genre_facet Arctic
Arctic
Climate change
Global warming
Ny Ålesund
Ny-Ålesund
op_source EPIC3Science of The Total Environment, ELSEVIER SCIENCE BV, 741, ISSN: 0048-9697
op_relation Vaquero-Martinez, J. , Anton, M. , Roman, R. , Cachorro, V. E. , Wang, H. , Gonzalez Abad, G. and Ritter, C. orcid:0000-0003-1433-8371 (2020) Water vapor satellite products in the European Arctic: An inter-comparison against GNSS data , Science of The Total Environment, 741 . doi:10.1016/j.scitotenv.2020.140335 <https://doi.org/10.1016/j.scitotenv.2020.140335> , hdl:10013/epic.f05fd5ef-5910-40e8-8d54-993b1b02135e
op_doi https://doi.org/10.1016/j.scitotenv.2020.140335
container_title Science of The Total Environment
container_volume 741
container_start_page 140335
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