Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis

The atmospheric humidity in the Polar Regions is an important factor for the global budget of water vapour, which is a significant indicator of Earth’s climate state and evolution. The Global Navigation Satellite System (GNSS) can make a valuable contribution in the calculation of the amount of Prec...

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Main Authors: Monia Negusini, Boyan H. Petkov, Vincenza Tornatore, Stefano Barindelli, Leonardo Martelli, Pierguido Sarti, Claudio Tomasi
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/13/23/4871
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author Monia Negusini
Boyan H. Petkov
Vincenza Tornatore
Stefano Barindelli
Leonardo Martelli
Pierguido Sarti
Claudio Tomasi
author_facet Monia Negusini
Boyan H. Petkov
Vincenza Tornatore
Stefano Barindelli
Leonardo Martelli
Pierguido Sarti
Claudio Tomasi
author_sort Monia Negusini
collection DOAJ
description The atmospheric humidity in the Polar Regions is an important factor for the global budget of water vapour, which is a significant indicator of Earth’s climate state and evolution. The Global Navigation Satellite System (GNSS) can make a valuable contribution in the calculation of the amount of Precipitable Water Vapour (PW). The PW values retrieved from Global Positioning System (GPS), hereafter PW<i><sub>GPS</sub></i>, refer to 20-year observations acquired by more than 40 GNSS geodetic stations located in the polar regions. For GNSS stations co-located with radio-sounding stations (RS), which operate Vaisala radiosondes, we estimated the PW from RS observations (PW<i><sub>RS</sub></i>). The PW values from the ERA-Interim global atmospheric reanalysis were used for validation and comparison of the results for all the selected GPS and RS stations. The correlation coefficients between times series are very high: 0.96 for RS and GPS, 0.98 for RS and ERA in the Arctic; 0.89 for RS and GPS, 0.97 for RS and ERA in Antarctica. The Root-Mean-Square of the Error (RMSE) is 0.9 mm on average for both RS vs. GPS and RS vs. ERA in the Arctic, and 0.6 mm for RS vs. GPS and 0.4 mm for RS vs. ERA in Antarctica. After validation, long-term trends, both for Arctic and Antarctic regions, were estimated using Hector scientific software. Positive PW<i><sub>GPS</sub></i> trends dominate at Arctic sites near the borders of the Atlantic Ocean. Sites located at higher latitudes show no significant values (at 1σ level). Negative PW<i><sub>GPS</sub></i> trends were observed in the Arctic region of Greenland and North America. A similar behaviour was found in the Arctic for PW<i><sub>RS</sub></i> trends. The stations in the West Antarctic sector show a general positive PW<i><sub>GPS</sub></i> trend, while the sites on the coastal area of East Antarctica exhibit some significant negative PW<i><sub>GPS</sub></i> trends, but in most cases, no significant PW<i><sub>RS</sub></i> trends were found. The present work confirms that GPS is able to provide reliable estimates of water vapour content in Arctic and Antarctic regions too, where data are sparse and not easy to collect. These preliminary results can give a valid contribution to climate change studies.
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spelling doaj.art-4f83e93a36e64c06a40e47dabc4d78b42023-11-23T02:57:38ZengMDPI AGRemote Sensing2072-42922021-11-011323487110.3390/rs13234871Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series AnalysisMonia Negusini0Boyan H. Petkov1Vincenza Tornatore2Stefano Barindelli3Leonardo Martelli4Pierguido Sarti5Claudio Tomasi6Istituto di Radioastronomia, Istituto Nazionale di Astrofisica, 40129 Bologna, ItalyDipartimento di Tecnologie Innovative in Medicina e Odontoiatria, Università degli Studi “G. D’Annunzio”, 66100 Chieti, ItalyDipartimento di Ingegneria Civile e Ambientale, Politecnico di Milano, 20133 Milano, ItalyDipartimento di Ingegneria Civile e Ambientale, Politecnico di Milano, 20133 Milano, ItalyIstituto Nazionale di Geofisica e Vulcanologia, 40128 Bologna, ItalyIstituto di Radioastronomia, Istituto Nazionale di Astrofisica, 40129 Bologna, ItalyIstituto di Scienze dell’Atmosfera e del Clima, Consiglio Nazionale delle Ricerche, 40129 Bologna, ItalyThe atmospheric humidity in the Polar Regions is an important factor for the global budget of water vapour, which is a significant indicator of Earth’s climate state and evolution. The Global Navigation Satellite System (GNSS) can make a valuable contribution in the calculation of the amount of Precipitable Water Vapour (PW). The PW values retrieved from Global Positioning System (GPS), hereafter PW<i><sub>GPS</sub></i>, refer to 20-year observations acquired by more than 40 GNSS geodetic stations located in the polar regions. For GNSS stations co-located with radio-sounding stations (RS), which operate Vaisala radiosondes, we estimated the PW from RS observations (PW<i><sub>RS</sub></i>). The PW values from the ERA-Interim global atmospheric reanalysis were used for validation and comparison of the results for all the selected GPS and RS stations. The correlation coefficients between times series are very high: 0.96 for RS and GPS, 0.98 for RS and ERA in the Arctic; 0.89 for RS and GPS, 0.97 for RS and ERA in Antarctica. The Root-Mean-Square of the Error (RMSE) is 0.9 mm on average for both RS vs. GPS and RS vs. ERA in the Arctic, and 0.6 mm for RS vs. GPS and 0.4 mm for RS vs. ERA in Antarctica. After validation, long-term trends, both for Arctic and Antarctic regions, were estimated using Hector scientific software. Positive PW<i><sub>GPS</sub></i> trends dominate at Arctic sites near the borders of the Atlantic Ocean. Sites located at higher latitudes show no significant values (at 1σ level). Negative PW<i><sub>GPS</sub></i> trends were observed in the Arctic region of Greenland and North America. A similar behaviour was found in the Arctic for PW<i><sub>RS</sub></i> trends. The stations in the West Antarctic sector show a general positive PW<i><sub>GPS</sub></i> trend, while the sites on the coastal area of East Antarctica exhibit some significant negative PW<i><sub>GPS</sub></i> trends, but in most cases, no significant PW<i><sub>RS</sub></i> trends were found. The present work confirms that GPS is able to provide reliable estimates of water vapour content in Arctic and Antarctic regions too, where data are sparse and not easy to collect. These preliminary results can give a valid contribution to climate change studies.https://www.mdpi.com/2072-4292/13/23/4871GNSSradiosondeERAprecipitable water vapourclimate trendsArctic
spellingShingle Monia Negusini
Boyan H. Petkov
Vincenza Tornatore
Stefano Barindelli
Leonardo Martelli
Pierguido Sarti
Claudio Tomasi
Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis
Remote Sensing
GNSS
radiosonde
ERA
precipitable water vapour
climate trends
Arctic
title Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis
title_full Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis
title_fullStr Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis
title_full_unstemmed Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis
title_short Water Vapour Assessment Using GNSS and Radiosondes over Polar Regions and Estimation of Climatological Trends from Long-Term Time Series Analysis
title_sort water vapour assessment using gnss and radiosondes over polar regions and estimation of climatological trends from long term time series analysis
topic GNSS
radiosonde
ERA
precipitable water vapour
climate trends
Arctic
url https://www.mdpi.com/2072-4292/13/23/4871
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