Regional frequency analysis of extreme rainfall in Belgium based on radar estimates
In Belgium, only rain gauge time series have been used so far to study extreme rainfall at a given location. In this paper, the potential of a 12-year quantitative precipitation estimation (QPE) from a single weather radar is evaluated. For the period 2005–2016, 1 and 24 h rainfall extremes from...
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doaj-0b9ad9c8a14a4a9cbc8d6ef837162a572020-11-24T23:19:42ZengCopernicus PublicationsHydrology and Earth System Sciences1027-56061607-79382017-10-01215385539910.5194/hess-21-5385-2017Regional frequency analysis of extreme rainfall in Belgium based on radar estimatesE. Goudenhoofdt0L. Delobbe1P. Willems2The Royal Meteorological Institute of Belgium, Brussels, BelgiumThe Royal Meteorological Institute of Belgium, Brussels, BelgiumDepartment of Civil Engineering – Hydraulics Division, University of Leuven, Leuven, BelgiumIn Belgium, only rain gauge time series have been used so far to study extreme rainfall at a given location. In this paper, the potential of a 12-year quantitative precipitation estimation (QPE) from a single weather radar is evaluated. For the period 2005–2016, 1 and 24 h rainfall extremes from automatic rain gauges and collocated radar estimates are compared. The peak intensities are fitted to the exponential distribution using regression in Q-Q plots with a threshold rank which minimises the mean squared error. A basic radar product used as reference exhibits unrealistic high extremes and is not suitable for extreme value analysis. For 24 h rainfall extremes, which occur partly in winter, the radar-based QPE needs a bias correction. A few missing events are caused by the wind drift associated with convective cells and strong radar signal attenuation. Differences between radar and gauge rainfall values are caused by spatial and temporal sampling, gauge underestimations and radar errors. Nonetheless the fit to the QPE data is within the confidence interval of the gauge fit, which remains large due to the short study period. A regional frequency analysis for 1 h duration is performed at the locations of four gauges with 1965–2008 records using the spatially independent QPE data in a circle of 20 km. The confidence interval of the radar fit, which is small due to the sample size, contains the gauge fit for the two closest stations from the radar. In Brussels, the radar extremes are significantly higher than the gauge rainfall extremes, but similar to those observed by an automatic gauge during the same period. The extreme statistics exhibit slight variations related to topography. The radar-based extreme value analysis can be extended to other durations.https://www.hydrol-earth-syst-sci.net/21/5385/2017/hess-21-5385-2017.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
E. Goudenhoofdt L. Delobbe P. Willems |
spellingShingle |
E. Goudenhoofdt L. Delobbe P. Willems Regional frequency analysis of extreme rainfall in Belgium based on radar estimates Hydrology and Earth System Sciences |
author_facet |
E. Goudenhoofdt L. Delobbe P. Willems |
author_sort |
E. Goudenhoofdt |
title |
Regional frequency analysis of extreme rainfall in Belgium based on radar estimates |
title_short |
Regional frequency analysis of extreme rainfall in Belgium based on radar estimates |
title_full |
Regional frequency analysis of extreme rainfall in Belgium based on radar estimates |
title_fullStr |
Regional frequency analysis of extreme rainfall in Belgium based on radar estimates |
title_full_unstemmed |
Regional frequency analysis of extreme rainfall in Belgium based on radar estimates |
title_sort |
regional frequency analysis of extreme rainfall in belgium based on radar estimates |
publisher |
Copernicus Publications |
series |
Hydrology and Earth System Sciences |
issn |
1027-5606 1607-7938 |
publishDate |
2017-10-01 |
description |
In Belgium, only rain gauge time series have been used so far to study
extreme rainfall at a given location. In this paper, the potential of a
12-year quantitative precipitation estimation (QPE) from a single weather
radar is evaluated. For the period 2005–2016, 1 and 24 h rainfall extremes
from automatic rain gauges and collocated radar estimates are compared. The
peak intensities are fitted to the exponential distribution using regression
in Q-Q plots with a threshold rank which minimises the mean squared error. A basic radar product used as
reference exhibits unrealistic high extremes and is not suitable for extreme
value analysis. For 24 h rainfall extremes, which occur partly in winter,
the radar-based QPE needs a bias correction. A few missing events are caused
by the wind drift associated with convective cells and strong radar signal
attenuation. Differences between radar and gauge rainfall values are caused
by spatial and temporal sampling, gauge underestimations and radar errors.
Nonetheless the fit to the QPE data is within the confidence interval of the
gauge fit, which remains large due to the short study period. A regional
frequency analysis for 1 h duration is performed at the locations of four
gauges with 1965–2008 records using the spatially independent QPE data in a
circle of 20 km. The confidence interval of the radar fit, which is small
due to the sample size, contains the gauge fit for the two closest stations
from the radar. In Brussels, the radar extremes are significantly higher than
the gauge rainfall extremes, but similar to those observed by an automatic
gauge during the same period. The extreme statistics exhibit slight
variations related to topography. The radar-based extreme value analysis can
be extended to other durations. |
url |
https://www.hydrol-earth-syst-sci.net/21/5385/2017/hess-21-5385-2017.pdf |
work_keys_str_mv |
AT egoudenhoofdt regionalfrequencyanalysisofextremerainfallinbelgiumbasedonradarestimates AT ldelobbe regionalfrequencyanalysisofextremerainfallinbelgiumbasedonradarestimates AT pwillems regionalfrequencyanalysisofextremerainfallinbelgiumbasedonradarestimates |
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1725577399412719616 |