Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems
This study investigates the potential of observations with improved frequency and latency time of upcoming altimetry missions on the accuracy of flood forecasting and early warnings. To achieve this, we assessed the skill of the forecasts of a distributed hydrological model by assimilating different...
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MDPI AG
2021
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oai:doaj.org-article:efcbc87cb2384823b20ff42fd989ebcd2021-11-11T18:57:47ZAssessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems10.3390/rs132144592072-4292https://doaj.org/article/efcbc87cb2384823b20ff42fd989ebcd2021-11-01T00:00:00Zhttps://www.mdpi.com/2072-4292/13/21/4459https://doaj.org/toc/2072-4292This study investigates the potential of observations with improved frequency and latency time of upcoming altimetry missions on the accuracy of flood forecasting and early warnings. To achieve this, we assessed the skill of the forecasts of a distributed hydrological model by assimilating different historical discharge time frequencies and latencies in a framework that mimics an operational forecast system, using the European Ensemble Forecasting system as the forcing. Numerical experiments were performed in 22 sub-basins of the Tocantins-Araguaia Basin. Forecast skills were evaluated in terms of the Relative Operational Characteristics (ROC) as a function of the drainage area and the forecasts’ lead time. The results showed that increasing the frequency of data collection and reducing the latency time (especially 1 d update and low latency) had a significant impact on steep headwater sub-basins, where floods are usually more destructive. In larger basins, although the increased frequency of data collection improved the accuracy of the forecasts, the potential benefits were limited to the earlier lead times.Aline FalckJavier TomasellaFabrice PapaMDPI AGarticlesatellite missionupdatelatencyinitial conditionhydrological modelfloodsScienceQENRemote Sensing, Vol 13, Iss 4459, p 4459 (2021) |
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satellite mission update latency initial condition hydrological model floods Science Q |
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satellite mission update latency initial condition hydrological model floods Science Q Aline Falck Javier Tomasella Fabrice Papa Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems |
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This study investigates the potential of observations with improved frequency and latency time of upcoming altimetry missions on the accuracy of flood forecasting and early warnings. To achieve this, we assessed the skill of the forecasts of a distributed hydrological model by assimilating different historical discharge time frequencies and latencies in a framework that mimics an operational forecast system, using the European Ensemble Forecasting system as the forcing. Numerical experiments were performed in 22 sub-basins of the Tocantins-Araguaia Basin. Forecast skills were evaluated in terms of the Relative Operational Characteristics (ROC) as a function of the drainage area and the forecasts’ lead time. The results showed that increasing the frequency of data collection and reducing the latency time (especially 1 d update and low latency) had a significant impact on steep headwater sub-basins, where floods are usually more destructive. In larger basins, although the increased frequency of data collection improved the accuracy of the forecasts, the potential benefits were limited to the earlier lead times. |
format |
article |
author |
Aline Falck Javier Tomasella Fabrice Papa |
author_facet |
Aline Falck Javier Tomasella Fabrice Papa |
author_sort |
Aline Falck |
title |
Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems |
title_short |
Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems |
title_full |
Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems |
title_fullStr |
Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems |
title_full_unstemmed |
Assessing the Potential of Upcoming Satellite Altimeter Missions in Operational Flood Forecasting Systems |
title_sort |
assessing the potential of upcoming satellite altimeter missions in operational flood forecasting systems |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/efcbc87cb2384823b20ff42fd989ebcd |
work_keys_str_mv |
AT alinefalck assessingthepotentialofupcomingsatellitealtimetermissionsinoperationalfloodforecastingsystems AT javiertomasella assessingthepotentialofupcomingsatellitealtimetermissionsinoperationalfloodforecastingsystems AT fabricepapa assessingthepotentialofupcomingsatellitealtimetermissionsinoperationalfloodforecastingsystems |
_version_ |
1718431679501041664 |