the accuracy of rain intensity measuremen ts and its
TRANSCRIPT
EUROPEAN COMMISSION
WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
26th – 28th May 2010, Cagliari, Italy
THE ACCURACY OF RAIN
AND ITS INFLUENCE ON
L. G. Lanza(1) , E. Vuerich
(1) Department of Civil, Environmental and Territorial
Italy
(2) Italian Meteorological Service, ReSMA, km 20,100 Braccianese Claudia, 00062
Bracciano, Italy
Abstract
As an outcome of the
gauges organized by the World
been recommended that RI measurements be standardize
international level based on knowledge obtained from those
During the WMO instrument intercomparison in the field and the
associated laboratory tests, highly accurate
collected and made available for scientific investigation. The resulting high
quality data set (contemporary one
on various measuring principles)
insights into the expected behaviour of
and further useful information for National Meteorological Services and
other users. Errors in measurements from
here reported and the pr
common statistics of rainfall extremes
* Corresponding author:
Luca G. Lanza – Dep. of Civil, Environmental and Territorial Engineering
Via Montallegro 1 – 16145 Genoa, Italy
E-mail: [email protected]
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WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
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THE ACCURACY OF RAIN INTENSITY MEASUREMEN
AND ITS INFLUENCE ON EXTREME EVENTS STATI
, E. Vuerich(2) *
Department of Civil, Environmental and Territorial Engineering, University of Genova,
Italian Meteorological Service, ReSMA, km 20,100 Braccianese Claudia, 00062
the recent intercomparison of rainfall intensity (RI)
organized by the World Meteorological Organization (WMO), it has
been recommended that RI measurements be standardize
based on knowledge obtained from those
the WMO instrument intercomparison in the field and the
ry tests, highly accurate RI measurements have been
collected and made available for scientific investigation. The resulting high
quality data set (contemporary one-minute RI data from 26 gauges based
on various measuring principles) was an important resou
insights into the expected behaviour of RI gauges in operational conditions
and further useful information for National Meteorological Services and
rrors in measurements from operational rain gauges are
the propagation of measurement errors into the most
common statistics of rainfall extremes is recalled based on previous work.
Dep. of Civil, Environmental and Territorial Engineering
16145 Genoa, Italy
1 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
INTENSITY MEASUREMENTS
EXTREME EVENTS STATISTICS
Engineering, University of Genova,
Italian Meteorological Service, ReSMA, km 20,100 Braccianese Claudia, 00062
intercomparison of rainfall intensity (RI)
Meteorological Organization (WMO), it has
been recommended that RI measurements be standardized at an
based on knowledge obtained from those initiatives.
the WMO instrument intercomparison in the field and the
measurements have been
collected and made available for scientific investigation. The resulting high
data from 26 gauges based
an important resource to provide
gauges in operational conditions
and further useful information for National Meteorological Services and
rain gauges are
opagation of measurement errors into the most
based on previous work.
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WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
26th – 28th May 2010, Cagliari, Italy
1 Introduction
The attention paid to accuracy and reliability in rainfall intensity (RI)
measurements is currently increasing, following
of scientific and practical issues related to the assessment of possible
climatic trends, the mitigation of natural disasters (
the hindering of desertification, the design of structures (building,
construction works) and drainage infrastructure.
effects of inaccurate rainfall data on the information derived from rain
records is not much documented in the literature.
The World Meteorological Organisation (WMO) recognised these emerging
needs and promoted a first Expert Meeting on rainfall intensity in 2001 in
Bratislava (Slovakia). Further to the definition of rainfall intensity and the
related reference accuracy and r
suggested to organise an international intercomparison of
measurement instruments, to be held first in the laboratory and then in
the field. The first Intercomparison started in 2004 and was concluded in
2005. An international standardized procedure for laboratory calibration of
catching type RI gauges and the reference instruments to be used for the
Intercomparison in the Field have become recommendations of the WMO
Commission for Instruments and Methods of Observation (C
Final results are available on the WMO Web site, and
elsewhere (Lanza et al., 2005; Lanza and Stagi, 2008).
Note that some RI gauges were properly modified by manufacturers or
NMHS (National Meteo-Hydrological Services) after
Laboratory Intercomparison and before taking part into the Field
Intercomparison, by improving their performance in terms of accuracy and
according to the above
demonstrating the immediate u
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WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
May 2010, Cagliari, Italy
The attention paid to accuracy and reliability in rainfall intensity (RI)
measurements is currently increasing, following the increased
of scientific and practical issues related to the assessment of possible
climatic trends, the mitigation of natural disasters (including
the hindering of desertification, the design of structures (building,
and drainage infrastructure. This notwithstanding, the
effects of inaccurate rainfall data on the information derived from rain
records is not much documented in the literature.
The World Meteorological Organisation (WMO) recognised these emerging
needs and promoted a first Expert Meeting on rainfall intensity in 2001 in
Further to the definition of rainfall intensity and the
related reference accuracy and resolution, the convened experts
suggested to organise an international intercomparison of
measurement instruments, to be held first in the laboratory and then in
The first Intercomparison started in 2004 and was concluded in
ional standardized procedure for laboratory calibration of
type RI gauges and the reference instruments to be used for the
Intercomparison in the Field have become recommendations of the WMO
Commission for Instruments and Methods of Observation (C
Final results are available on the WMO Web site, and have been
, 2005; Lanza and Stagi, 2008).
Note that some RI gauges were properly modified by manufacturers or
Hydrological Services) after the results of the first
Laboratory Intercomparison and before taking part into the Field
Intercomparison, by improving their performance in terms of accuracy and
according to the above-mentioned international recommendations,
demonstrating the immediate usefulness of the intercomparison results.
2 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
The attention paid to accuracy and reliability in rainfall intensity (RI)
the increased awareness
of scientific and practical issues related to the assessment of possible
including flash floods),
the hindering of desertification, the design of structures (building,
This notwithstanding, the
effects of inaccurate rainfall data on the information derived from rain
The World Meteorological Organisation (WMO) recognised these emerging
needs and promoted a first Expert Meeting on rainfall intensity in 2001 in
Further to the definition of rainfall intensity and the
esolution, the convened experts
suggested to organise an international intercomparison of RI
measurement instruments, to be held first in the laboratory and then in
The first Intercomparison started in 2004 and was concluded in
ional standardized procedure for laboratory calibration of
type RI gauges and the reference instruments to be used for the
Intercomparison in the Field have become recommendations of the WMO
Commission for Instruments and Methods of Observation (CIMO/WMO).
have been published
Note that some RI gauges were properly modified by manufacturers or
the results of the first
Laboratory Intercomparison and before taking part into the Field
Intercomparison, by improving their performance in terms of accuracy and
mentioned international recommendations,
sefulness of the intercomparison results.
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“FLASH FLOODS AND PLUVIAL FLOODING”
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The main objective of the follow
performance of rainfall intensity measurement instruments in real world
conditions and with a special focus on high rainfall rates. In terms
accuracy, both the Laboratory and Field Intercomparison efforts have
contributed to a quantitative evaluation of counting errors (systematic
“ability to sense”) and catching errors (weather related, wetting,
splashing, evaporation -
several rain gauges demonstrated the possibility to evaluate the
performance of RI gauges at one
recommended by CIMO/WMO.
2 The WMO Intercomparison of RI gauges
The WMO Field Intercomparison o
Meteorological Instruments Experimentations and historic observatory
(RESMA) of the Italian Air Force sited in Vigna di Valle
site selected to host the Intercomparison is a green grass area of 400 m
equipped with 34 evenly positioned concrete platforms for data acquisition
(see Figure 1), and a central pit with four positions, used for the
installation of the working reference
and recommended in the previous WM
The working reference gauges were inserted in a four
Gauge Pit with gauge collectors at the ground level, according to the
standard EN13798: “Specifications for a reference rain gauge pit”.
combined analysis of the reference gauges
estimation of RI in the field, based on their demonstrated performance
during the previous Laboratory Intercomparison.
WMO Laboratory Intercomparison of RI gauges, correcte
rain gauges (TBRG) and weighing gauges (WG) with
and low uncertainty were used as working reference instruments.
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The main objective of the follow-up Field Intercomparison wa
performance of rainfall intensity measurement instruments in real world
conditions and with a special focus on high rainfall rates. In terms
accuracy, both the Laboratory and Field Intercomparison efforts have
contributed to a quantitative evaluation of counting errors (systematic
“ability to sense”) and catching errors (weather related, wetting,
- “ability to collect”) of RI gauges.
several rain gauges demonstrated the possibility to evaluate the
performance of RI gauges at one-minute resolution in time, as
recommended by CIMO/WMO.
The WMO Intercomparison of RI gauges
WMO Field Intercomparison of RI gauges was held at the
Meteorological Instruments Experimentations and historic observatory
(RESMA) of the Italian Air Force sited in Vigna di Valle (Rome
site selected to host the Intercomparison is a green grass area of 400 m
equipped with 34 evenly positioned concrete platforms for data acquisition
), and a central pit with four positions, used for the
installation of the working reference – a set of four RI gauges
the previous WMO Laboratory Intercomparison.
The working reference gauges were inserted in a four-fold Reference Rain
Gauge Pit with gauge collectors at the ground level, according to the
standard EN13798: “Specifications for a reference rain gauge pit”.
lysis of the reference gauges did provide the best possible
estimation of RI in the field, based on their demonstrated performance
during the previous Laboratory Intercomparison. Based on
WMO Laboratory Intercomparison of RI gauges, corrected tipping bucket
) and weighing gauges (WG) with a short step response
uncertainty were used as working reference instruments.
3 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
ntercomparison was to test the
performance of rainfall intensity measurement instruments in real world
conditions and with a special focus on high rainfall rates. In terms of
accuracy, both the Laboratory and Field Intercomparison efforts have
contributed to a quantitative evaluation of counting errors (systematic -
“ability to sense”) and catching errors (weather related, wetting,
ct”) of RI gauges. Comparison of
several rain gauges demonstrated the possibility to evaluate the
minute resolution in time, as
f RI gauges was held at the Centre of
Meteorological Instruments Experimentations and historic observatory
Rome). The field
site selected to host the Intercomparison is a green grass area of 400 m2,
equipped with 34 evenly positioned concrete platforms for data acquisition
), and a central pit with four positions, used for the
a set of four RI gauges as identified
O Laboratory Intercomparison.
fold Reference Rain
Gauge Pit with gauge collectors at the ground level, according to the
standard EN13798: “Specifications for a reference rain gauge pit”. The
provide the best possible
estimation of RI in the field, based on their demonstrated performance
Based on results of the
d tipping bucket
short step response
uncertainty were used as working reference instruments.
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WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
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Those catching type instruments, out of the selected rain gauges based on
various measuring principles,
reference instruments to be installed in a pit, were preliminarily calibrated
in the laboratory before their final installation at the Field Intercomparison
site. The recognized WMO laboratory at the University of Geno
involved in this task (Lanza and Stagi, 2009)
tests adopted for the previously held WMO Laboratory Intercomparison of
RI gauges. Further tests were performed to investigated the one
performance of the involved
The results reported in this section
compared to the RI composite working reference, where the trend line is
obtained from a power law fitting of the experimental data
RIref) domain. In order
compared to the reference, the lines of th
with the procedure described in
dashed lines. For easier comparison, the in
according to the measurement technique, as shown in Figure 2
Figure 1. The experimental field in Vigna di Valle (Italy)
Results (see e.g. Lanza and Vuerich, 2009)
synchronized TBRGs, corrected by internal algorithms,
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“FLASH FLOODS AND PLUVIAL FLOODING”
May 2010, Cagliari, Italy
Those catching type instruments, out of the selected rain gauges based on
various measuring principles, and the four rain gauges selected as
reference instruments to be installed in a pit, were preliminarily calibrated
in the laboratory before their final installation at the Field Intercomparison
site. The recognized WMO laboratory at the University of Geno
(Lanza and Stagi, 2009), using the same standard
tests adopted for the previously held WMO Laboratory Intercomparison of
RI gauges. Further tests were performed to investigated the one
performance of the involved instruments.
reported in this section illustrate the trend of each instrument
RI composite working reference, where the trend line is
obtained from a power law fitting of the experimental data
. In order to assess the accuracy of field measurements
compared to the reference, the lines of the tolerance region, calculated
the procedure described in Vuerich et al. (2009), are represented in
dashed lines. For easier comparison, the instruments have been
the measurement technique, as shown in Figure 2
The experimental field in Vigna di Valle (Italy)
(see e.g. Lanza and Vuerich, 2009) indicate that one
s, corrected by internal algorithms, and WGs with the
4 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
Those catching type instruments, out of the selected rain gauges based on
and the four rain gauges selected as
reference instruments to be installed in a pit, were preliminarily calibrated
in the laboratory before their final installation at the Field Intercomparison
site. The recognized WMO laboratory at the University of Genoa was
, using the same standard
tests adopted for the previously held WMO Laboratory Intercomparison of
RI gauges. Further tests were performed to investigated the one-minute
the trend of each instrument
RI composite working reference, where the trend line is
obtained from a power law fitting of the experimental data in the (RI,
to assess the accuracy of field measurements
e tolerance region, calculated
, are represented in
struments have been grouped
the measurement technique, as shown in Figure 2.
The experimental field in Vigna di Valle (Italy).
indicate that one-minute
and WGs with the
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“FLASH FLOODS AND PLUVIAL FLOODING”
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better dynamical stability and shortest step response are the most
accurate instruments for one
highest measurement accuracy with respect to the reference chosen.
Figure 2. Performance of the various
yMcVan = 1.31x0.90
R2 = 0.68
yPAAR = 1.15x0.96
R2 = 0.85
yLASTEM = 1.06x0.96
R2 = 0.72
yDAVIS = 1.16x0.92
R2 = 0.73
yMTX = 0.96x1.0
R2 = 0.79
yEML = 1.21x0.92
R2 = 0.75
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120 140
RI reference [mm/h]
RI [m
m/h
]
AP23-PAAR
DQA031-LSI LASTEM
Rain Collector II-DAVIS
y LAMBRECHT = 1.21x
y THIES= 1.01x
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120 140
RI reference [mm/h]
RI [m
m/h
]
tolerance region LB-15188-LAMBRECHT
yPLUVIO-OTT = 0.98x
yEWS = 0.98x
y GEONOR= 0.96x
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120 140
RI reference [mm/h]
RI
[mm
/h]
tolerance region PLUVIO-OTT
y WXT510-VAISALA= 1.72x0.91
R2 = 0.74
y PVK ATTEX= 1.43x0.82
R2 = 0.53
yPARSIVEL-OTT = 0.82x1.10
R2 = 0.77
yPWD22-VAISALA = 0.81x0.94
R2 = 0.51
yLPM-THIES = 0.93x1.07
R2 = 0.80
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120 140
RI reference [mm/h]
RI [m
m/h
]
tolerance region
PARSIVEL-OTT
LPM-THIES
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better dynamical stability and shortest step response are the most
accurate instruments for one-minute RI measurement, since providing the
highest measurement accuracy with respect to the reference chosen.
(a)
(c)
(e)
(g)
(a) TBRGs with no correction
(b) TBRGs with software correction
(c) TBRGs with pulse based correction
(d) Level measurement instruments
(e) WGs with a good dynamic stability
(f) WGs with low dynamic stability
(g) Non catching gauges
Performance of the various instruments against the reference RI
160 180 200 220
PP040-MTX
AP23-PAAR
DQA031-LSI LASTEM
ARG100-EML
RIM7499020-McVan
Rain Collector II-DAVIS
tolerance region
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120 140
RI reference [mm/h]
RI [m
m/h
]
tolerance region
UMB7525/I/SIAP-MICROS
PMB2-CAE
R102-ETG
y LAMBRECHT = 1.21x0.96
R2 = 0.81
y THIES= 1.01x0.99
R2 = 0.85
160 180 200 220
PT 5.4032.35.008-THIES
LB-15188-LAMBRECHT
y Precis Mecanique= 1.08x
y KNMI= 1.05x
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120 140
RI reference [mm/h]
RI [m
m/h
]
tolerance region
Electrical raingauge-KNMI
yPLUVIO-OTT = 0.98x1.00
R2 = 0.90
yEWS = 0.98x1.00
R2 = 0.81
y GEONOR= 0.96x1.00
R2 = 0.89
160 180 200 220
PLUVIO-OTT
PG200-EWS
T200B-GEONOR
yMETEOSERVIS= 1.01x0.98
R2 = 0.74
y MPS= 1.09x0.95
R2 = 0.59
y VRG101-VAISALA= 1.12x0.75
R2 = 0.12
yEIGENBRODT = 1.09x0.96
R2 = 0.67
0
20
40
60
80
100
120
140
160
180
200
220
0 20 40 60 80 100 120
RI reference [mm/h]
RI [m
m/h
]
tolerance regionMRW500 -METEOSERVIS
160 180 200 220
PWD22-VAISALA
LCR-PVK ATTEX
WXT510-VAISALA
5 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
better dynamical stability and shortest step response are the most
minute RI measurement, since providing the
highest measurement accuracy with respect to the reference chosen.
(b)
(d)
(f)
s with no correction
s with software correction
s with pulse based correction
Level measurement instruments
WGs with a good dynamic stability
dynamic stability
instruments against the reference RI.
y ETG= 1.01x0.99
R2 = 0.88
yCAE = 0.78x1.05
R2 = 0.87
ySIAP-MICROS = 0.92x1.02
R2 = 0.73
140 160 180 200 220
UMB7525/I/SIAP-MICROS
PMB2-CAE
R102-ETG
y Precis Mecanique= 1.08x0.95
R2 = 0.77
y KNMI= 1.05x0.97
R2 = 0.82
140 160 180 200 220
RI reference [mm/h]
R013070-PRECIS MECANIQUE
140 160 180 200 220
RI reference [mm/h]
VRG101-VAISALA
TRwS-MPS
ANS 410/H-EIGENBRODT
MRW500 -METEOSERVIS
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Pulse-corrected TBRGs show similar, but less accurate results. The non
corrected TBRGs, can apply corrections via a post processing software or
provide a correction curve/table to be almost as accurate as the corrected
ones. WGs with lower dynamical
step response at the one minute time scale are less accurate.
non-catching rain gauges agreed well with the reference. Disdrometers
tended to overestimate the rainfall i
optical / capacitive sensor tended to underestimate the rainfall intensity.
3 Error propagation and its impact on statistics
The impact of inaccurate rainfall measurements on the results of scientific
investigation in rainfall related fields is not yet fully clear nor quantified.
With the exception of very few dedicated papers and/or various papers
dealing with the analysis of measurement errors themselves, the issue of
how deeply affected are the obtained results by the
data sources is rarely addressed.
of data often poses serious doubts about the significance of
experimental and theoretical
The effects are not always
negligible as well, depending on the application. Nonetheless scientific
soundness requires that all possible uncertainties are properly taken into
account, and the quality of basic data sources
measurements – should not be an exception. Also, certified accuracy is
needed for operational meteo
framework of a quality assurance system.
La Barbera et al. (2002) investigated the propagation of me
errors into the most common statistics of rainfall extremes and found that
systematic mechanical errors of tipping
biases, e.g. in the assessment of the return period T (or the related non
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WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
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s show similar, but less accurate results. The non
s, can apply corrections via a post processing software or
provide a correction curve/table to be almost as accurate as the corrected
ones. WGs with lower dynamical stability or lack of synchronization
step response at the one minute time scale are less accurate.
catching rain gauges agreed well with the reference. Disdrometers
tended to overestimate the rainfall intensity. The microwave radar and the
optical / capacitive sensor tended to underestimate the rainfall intensity.
Error propagation and its impact on statistics
accurate rainfall measurements on the results of scientific
ainfall related fields is not yet fully clear nor quantified.
With the exception of very few dedicated papers and/or various papers
dealing with the analysis of measurement errors themselves, the issue of
how deeply affected are the obtained results by the actual accuracy of the
data sources is rarely addressed. The scarce attention paid at the quality
of data often poses serious doubts about the significance of
and theoretical results made available in the literature.
always dramatic, since the error propagation could be
negligible as well, depending on the application. Nonetheless scientific
soundness requires that all possible uncertainties are properly taken into
account, and the quality of basic data sources – such
should not be an exception. Also, certified accuracy is
needed for operational meteo-hydrological networks operating within the
framework of a quality assurance system.
(2002) investigated the propagation of me
errors into the most common statistics of rainfall extremes and found that
systematic mechanical errors of tipping-bucket rain gauges may lead to
biases, e.g. in the assessment of the return period T (or the related non
6 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
s show similar, but less accurate results. The non-
s, can apply corrections via a post processing software or
provide a correction curve/table to be almost as accurate as the corrected
stability or lack of synchronization/large
step response at the one minute time scale are less accurate. None of the
catching rain gauges agreed well with the reference. Disdrometers
ntensity. The microwave radar and the
optical / capacitive sensor tended to underestimate the rainfall intensity.
accurate rainfall measurements on the results of scientific
ainfall related fields is not yet fully clear nor quantified.
With the exception of very few dedicated papers and/or various papers
dealing with the analysis of measurement errors themselves, the issue of
actual accuracy of the
The scarce attention paid at the quality
of data often poses serious doubts about the significance of both
results made available in the literature.
dramatic, since the error propagation could be
negligible as well, depending on the application. Nonetheless scientific
soundness requires that all possible uncertainties are properly taken into
such as rainfall
should not be an exception. Also, certified accuracy is
hydrological networks operating within the
(2002) investigated the propagation of measurement
errors into the most common statistics of rainfall extremes and found that
bucket rain gauges may lead to
biases, e.g. in the assessment of the return period T (or the related non-
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exceedance probability) of
introduced by systematic mechanical errors of tipping bucket rain gauges
in the estimation of return periods and other statistics of rainfall extremes
was quantified in that work
figures obtained after laboratory tests over a wide set of operational rain
gauges from the network of the Liguria region of Italy. An
sample size was defined as a simple index that practitioner engineers
use to measure the influence of systematic mechanical errors on common
hydrological practice and the derived hydraulic engineering design.
The development of standard limits for the accuracy of rainfall
measurements obtained from tipping
was proposed for use in scientific investigations and as a reference for
operational rain gauge networks to comply with quality assurance systems
in meteorological observations
Molini et al. (2005 a,b) estimated t
errors on the assessment of design rainfall for urban scale applications
based on two rain rate data sets recorded at very different resolution in
time. A random cascade downscaling algorithm
processing of coarse resolu
suitable time scales. The resulting depth
obtained from the original and corrected data sets
quantify the impact of non corrected rain intensity measurements on
design rainfall and the related statistical parameters.
4 Conclusions
The bias induced by systematic mechanical errors of tipping
gauges is usually neglected in the hydrological practice, based on the
assumption that it has little influence on t
It has been demonstrated in
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WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
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exceedance probability) of short-duration/high intensity events
introduced by systematic mechanical errors of tipping bucket rain gauges
in the estimation of return periods and other statistics of rainfall extremes
in that work and in Molini et al. (2001), based on the error
figures obtained after laboratory tests over a wide set of operational rain
gauges from the network of the Liguria region of Italy. An
defined as a simple index that practitioner engineers
easure the influence of systematic mechanical errors on common
hydrological practice and the derived hydraulic engineering design.
development of standard limits for the accuracy of rainfall
measurements obtained from tipping-bucket and other types of
in scientific investigations and as a reference for
operational rain gauge networks to comply with quality assurance systems
in meteorological observations (Lanza and Stagi, 2008).
(2005 a,b) estimated the effect of systematic mechanical
errors on the assessment of design rainfall for urban scale applications
based on two rain rate data sets recorded at very different resolution in
time. A random cascade downscaling algorithm was
solution data so that correction could
suitable time scales. The resulting depth-duration-frequency curves
obtained from the original and corrected data sets were derived
quantify the impact of non corrected rain intensity measurements on
design rainfall and the related statistical parameters.
The bias induced by systematic mechanical errors of tipping
gauges is usually neglected in the hydrological practice, based on the
assumption that it has little influence on the total recorded rainfall depth.
demonstrated in recent works that, since the error increases
7 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
vents. The bias
introduced by systematic mechanical errors of tipping bucket rain gauges
in the estimation of return periods and other statistics of rainfall extremes
(2001), based on the error
figures obtained after laboratory tests over a wide set of operational rain
gauges from the network of the Liguria region of Italy. An equivalent
defined as a simple index that practitioner engineers can
easure the influence of systematic mechanical errors on common
hydrological practice and the derived hydraulic engineering design.
development of standard limits for the accuracy of rainfall
bucket and other types of gauges
in scientific investigations and as a reference for
operational rain gauge networks to comply with quality assurance systems
f systematic mechanical
errors on the assessment of design rainfall for urban scale applications
based on two rain rate data sets recorded at very different resolution in
was used for the
tion data so that correction could be applied at
frequency curves
were derived to
quantify the impact of non corrected rain intensity measurements on
The bias induced by systematic mechanical errors of tipping-bucket rain
gauges is usually neglected in the hydrological practice, based on the
he total recorded rainfall depth.
that, since the error increases
EUROPEAN COMMISSION
WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
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with rainfall intensity, the assumption is not acceptable for the
assessment of design rainfall in
resolution required for the monitoring of rainfall intensities (due to the
very short response time of
influence of mechanical errors on the derived statistics of rainfall
extremes, with a bias that can be quantified as
about 60 to 100% on the assessment of the return period of design
rainfall for duration one hour and return periods from 20 to 200 years.
The WMO Field Intercomparison of Rainfall Intensity Gauges was the first
intercomparison of qua
conditions and one of the most extensive in terms of the number of
instruments involved. The results of the intercomparison confirmed the
feasibility to measure and compare rainfall intensities on a one mi
time scale as required by users and recommended by CIMO and provided
information on the achievable measurement uncertainties.
References
La Barbera P., Lanza L.G. and Stagi L.: Influence of systematic mechanical errors of
tipping-bucket rain gauges o
45(2), 1-9, 2002.
Lanza, L.G. and Stagi, L.: Certified accuracy of rainfall data as a standard requirement in
scientific investigations. Adv. in Geosci.
Lanza, L.G., Leroy, M., Alexadropoulos, C., Stagi, L. and Wauben, W.:
Intercomparison of Rainfall Intensity Gauges
Lanza, L.G. and E. Vuerich: The WMO Field Intercomparison of Rain Intensity Gauges.
Amos. Res., 94, 534-543, 2009.
Molini, A., La Barbera, P., Lanza, L. G., and Stagi, L.: Rainfall intermittency and the
sampling error of tipping-bucket rain gauges.
COMMISSION – WFD COMMON IMPLEMENTATION STRATEGY
WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
May 2010, Cagliari, Italy
with rainfall intensity, the assumption is not acceptable for the
assessment of design rainfall in hydrological applications. Indeed, the high
tion required for the monitoring of rainfall intensities (due to the
very short response time of small size catchment basins) amplifies the
influence of mechanical errors on the derived statistics of rainfall
extremes, with a bias that can be quantified as an und
% on the assessment of the return period of design
rainfall for duration one hour and return periods from 20 to 200 years.
Field Intercomparison of Rainfall Intensity Gauges was the first
intercomparison of quantitative rainfall intensity measurements in field
conditions and one of the most extensive in terms of the number of
The results of the intercomparison confirmed the
feasibility to measure and compare rainfall intensities on a one mi
time scale as required by users and recommended by CIMO and provided
information on the achievable measurement uncertainties.
La Barbera P., Lanza L.G. and Stagi L.: Influence of systematic mechanical errors of
bucket rain gauges on the statistics of rainfall extremes. Water Sci. Techn.
Lanza, L.G. and Stagi, L.: Certified accuracy of rainfall data as a standard requirement in
Adv. in Geosci., 16, 43-48, 2008.
Lanza, L.G., Leroy, M., Alexadropoulos, C., Stagi, L. and Wauben, W.:
Intercomparison of Rainfall Intensity Gauges. IOM Rep. No. 84, WMO/TD 1304, 2005.
Lanza, L.G. and E. Vuerich: The WMO Field Intercomparison of Rain Intensity Gauges.
543, 2009.
Molini, A., La Barbera, P., Lanza, L. G., and Stagi, L.: Rainfall intermittency and the
bucket rain gauges. Phys. Chem. Earth, 26, 737
8 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
with rainfall intensity, the assumption is not acceptable for the
ndeed, the high
tion required for the monitoring of rainfall intensities (due to the
catchment basins) amplifies the
influence of mechanical errors on the derived statistics of rainfall
an underestimation of
% on the assessment of the return period of design
rainfall for duration one hour and return periods from 20 to 200 years.
Field Intercomparison of Rainfall Intensity Gauges was the first
ntitative rainfall intensity measurements in field
conditions and one of the most extensive in terms of the number of
The results of the intercomparison confirmed the
feasibility to measure and compare rainfall intensities on a one minute
time scale as required by users and recommended by CIMO and provided
La Barbera P., Lanza L.G. and Stagi L.: Influence of systematic mechanical errors of
Water Sci. Techn.,
Lanza, L.G. and Stagi, L.: Certified accuracy of rainfall data as a standard requirement in
Lanza, L.G., Leroy, M., Alexadropoulos, C., Stagi, L. and Wauben, W.: WMO Laboratory
. IOM Rep. No. 84, WMO/TD 1304, 2005.
Lanza, L.G. and E. Vuerich: The WMO Field Intercomparison of Rain Intensity Gauges.
Molini, A., La Barbera, P., Lanza, L. G., and Stagi, L.: Rainfall intermittency and the
, 737-742, 2001.
EUROPEAN COMMISSION
WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
26th – 28th May 2010, Cagliari, Italy
Molini, A., Lanza, L.G., and La Barbera, P.: The impact of
measurement errors on design rainfall for urban
1073-1088, 2005a.
Molini, A., Lanza, L.G. and La Barbera, P.: Improving the uncertainty of rain intensity
records by disaggregation techniques.
Vuerich, E., Monesi, C., Lanza, L.G., Stagi, L. and Lanzinger, E.:
Intercomparison of Rainfall Intensity Gauges
Rep. No. 99, WMO/TD No. 1504, pp. 286, 2009.
COMMISSION – WFD COMMON IMPLEMENTATION STRATEGY
WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
“FLASH FLOODS AND PLUVIAL FLOODING”
May 2010, Cagliari, Italy
Molini, A., Lanza, L.G., and La Barbera, P.: The impact of tipping-
measurement errors on design rainfall for urban-scale applications. Hydrol. Proc.
Molini, A., Lanza, L.G. and La Barbera, P.: Improving the uncertainty of rain intensity
records by disaggregation techniques. Atmos. Res., 77, 203-217, 2005b.
Vuerich, E., Monesi, C., Lanza, L.G., Stagi, L. and Lanzinger, E.:
Intercomparison of Rainfall Intensity Gauges. World Meteorological Organisation
Rep. No. 99, WMO/TD No. 1504, pp. 286, 2009.
9 WG F Thematic Workshop on Implementation of the Floods Directive 2007/60/EC
-bucket raingauge
Hydrol. Proc., 19,
Molini, A., Lanza, L.G. and La Barbera, P.: Improving the uncertainty of rain intensity
217, 2005b.
Vuerich, E., Monesi, C., Lanza, L.G., Stagi, L. and Lanzinger, E.: WMO Field
. World Meteorological Organisation – IOM