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Water vapour inter-comparison effort in the frame of the Convective and Orographically-induced Precipitation Study 24 th International Laser Radar Conference, 22 – 27 June 2008 Boulder, Colorado Rohini Bhawar 1 , Paolo Di Girolamo 1 , Cyrille Flamant 8 , Dietrich Althausen 2 , Andreas Behrendt 3 , Alan Blyth 4 , Olivier Bock 5 , Pierre Bosser 5 , Barbara J. Brooks 4 , Marco Cacciani 6 , Suzanne Crewell 7 , Cedric Champollion 8 , Fay Davies 9 , Tatiana Di Iorio 6 , Gerhard Ehret 10 , Ronny Engelmann 2 , Alan Gadian 4 , Christoph Kiemle 10 , Ina Mattis 2 , Stephen Mobbs 4 , Detlef Mueller 2 , Sandip Pal 3 , Marcus Radlach 3 , Andrea Riede 3 , Patric Seifert 2 , Max Shiler 3 , Victoria Smith 4 , Donato Summa 1 , Martin Wirth 10 , Volker Wulfmeyer 3 1 DIFA, Università degli Studi della Basilicata, Viale dell'Ateneo Lucano n. 10, 85100 Potenza, Italy, E-mail:[email protected] 2 Leibniz Institute for Tropospheric Research, Permoser Str. 15, Leipzig, Germany, E-mail: [email protected] 3 Institut fuer Physik und Meteorologie, Universitaet Hohenheim, Garbenstr. 30, D-70599 Stuttgart, Germany, E-mail: [email protected] 4 Institute of Atmospheric Science, School of Earth and Environment,University of Leeds, Leeds, UK, E-mail: [email protected] 5 LOEMI - Institut Géographique National, Saint-Mandé, France, E-mail: 6 Dipartimento di Fisica, Università degli Studi di Roma “La Sapienza”, Piazzale Aldo Moro, 2, 00100 Roma, Italy, E-mail: 7 Inst. f. Geophysik und Meteorologie der Universitaet zu Koeln, Kerpener Str. 13, D-50937 Koeln, Germany 8 Service d'Aéronomie, CNRS-UPMC, 4 Place Jussieu, 75252 Paris Cedex 05, France 9 Research Institute for Built and Human Environment, University of Salford, Salford, UK 10 DLR - Institut fuer Physik der Atmosphaere,Oberpfaffenhofen, D-82234 Wessling, Germany
Transcript
Page 1: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Water vapour inter-comparison effort in the frame

of the Convective and Orographically-induced Precipitation Study

24th International Laser Radar Conference, 22 – 27 June 2008 Boulder, Colorado

Rohini Bhawar1, Paolo Di Girolamo1, Cyrille Flamant8, Dietrich Althausen2, Andreas Behrendt3, Alan Blyth4, Olivier Bock5, Pierre Bosser5, Barbara J. Brooks4, Marco

Cacciani6, Suzanne Crewell7, Cedric Champollion8 , Fay Davies9, Tatiana Di Iorio6, Gerhard Ehret10, Ronny Engelmann2, Alan Gadian4, Christoph Kiemle10, Ina Mattis2,

Stephen Mobbs4, Detlef Mueller2, Sandip Pal3, Marcus Radlach3, Andrea Riede3, Patric Seifert2, Max Shiler3, Victoria Smith4, Donato Summa1, Martin Wirth10,

Volker Wulfmeyer3

1 DIFA, Università degli Studi della Basilicata, Viale dell'Ateneo Lucano n. 10, 85100 Potenza, Italy, E-mail:[email protected]

2 Leibniz Institute for Tropospheric Research, Permoser Str. 15, Leipzig, Germany, E-mail: [email protected] Institut fuer Physik und Meteorologie, Universitaet Hohenheim, Garbenstr. 30, D-70599 Stuttgart, Germany,

E-mail: [email protected] Institute of Atmospheric Science, School of Earth and Environment,University of Leeds, Leeds, UK,

E-mail: [email protected] LOEMI - Institut Géographique National, Saint-Mandé, France, E-mail:

6 Dipartimento di Fisica, Università degli Studi di Roma “La Sapienza”, Piazzale Aldo Moro, 2, 00100 Roma, Italy, E-mail:7 Inst. f. Geophysik und Meteorologie der Universitaet zu Koeln, Kerpener Str. 13, D-50937 Koeln, Germany

8 Service d'Aéronomie, CNRS-UPMC, 4 Place Jussieu, 75252 Paris Cedex 05, France9 Research Institute for Built and Human Environment, University of Salford, Salford, UK

10 DLR - Institut fuer Physik der Atmosphaere,Oberpfaffenhofen, D-82234 Wessling, Germany

Page 2: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Convective and Orographically-induced Precipitation Study (COPS)

COPS - summer 2007 south-western Germany and eastern France 3 months (June – August)

Objective - to identify the physical and chemical processesresponsible for the deficiencies in QPF

Synergy - new generation of research remote sensing systemswere operated on ground, aircrafts, and satellites

Observation - whole life cycle of convective precipitation fromthe initiation of convection, to the formation anddevelopment of cloudsto the formation and development and decay ofprecipitation

Page 3: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Water vapour inter-comparison effort

error estimates for the different water vapour profiling/integrated column sensors based on an intensive inter-comparison effort.

main objective

Different Instruments• airborne and ground-based water

vapour lidar systems• Radiosondes• GPS• MW radiometers

Simultaneous and co-located data

to compute relative bias and root-mean square (RMS) deviations

Need complete and comprehensive inter-comparison table

Page 4: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Sample from the intercomparison table for IOP-9c on 20 July 2007

Page 5: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Possible lidar-to-lidar intercomparisons for H2 O

BASIL Raman Lidar (Site R) vs SAFIRE-FA20 DIAL

BASIL Raman Lidar (Site R) vs DLR DIAL

UHOH DIAL (Site H) vs SAFIRE-FA20 DIAL

UHOH DIAL (Site H) vs DLR DIAL

Bertha IFT (Site M) vs SAFIRE-FA20 DIAL

Bertha IFT (Site M) vs DLR DIAL

IGN Raman Lidar (Site V) vs SAFIRE-FA20 DIAL

IGN Raman Lidar (Site V) vs DLR DIAL

25 comparisons

10 comparisons( only 3)

16 Comparisons (only 12)

11 comparisons

6 comparisons

9 comparisons

7 comparisons (only 6)

1 comparisons

SAFIRE-FA20 DIAL vs DLR DIAL 14 comparisons (only 5)

Page 6: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

10km

d

Flight path

Time corresponding to this flight path

Page 7: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

SAFIRE-FA20 DIAL vs BASIL Raman Lidar – EUFAR Experiment

• SAFIRE-FA20 flights in the frame of the EUFAR Project H2OLidar were performed on 16 July, 25 July and 31 July.

• Each flight had a duration of 3 hours for a total of 9 hours.

• In order to reduce statistical fluctuations, we considered for the SAFIRE-FA20 DIAL an integration time of 80 sec, corresponding to an horizontal integration length of 12-15 km. The integration time for BASIL was taken to be 1 min.

•The vertical step of the measurements is 25 m for the SAFIRE-FA20 DIAL, while it is 30 m for BASIL. Vertical resolution is 250 m and 150 m, respectively.

• Previous studies (Behrendt, 2007a,b) revealed that comparison of airborne and ground-based lidars are possible if distance between the aircraft footprint and the ground-based system is not exceeding 10 km. Thus, in our analysis we considered only DIAL profiles within 10 km from BASIL.

• The number of considered comparisons between SAFIRE-FA20 DIAL and BASIL is 18, 6 on each day.

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0

1000

2000

3000

4000

5000

6000

7000

0 2 4 6 8 10 -2 -1 0 1 2

(a)

Water Vapour mixing ratio (g/kg)

Hei

gt (m

)

SAFIRE-FA20 DIAL BASIL Raman Lidar Sonde 06:36

BASIL vs SAFIRE FA 20 - 16 July 07: mean profiles

Bias (g/kg)

(b)

0

1000

2000

3000

4000

5000

6000

7000

0 2 4 6 8 -2 -1 0 1 2

(a)

Water Vapour mixing ratio (g/kg)

Hei

gt (m

)

SAFIRE F-20 DIAL BASIL Raman Lidar Sonde 20:00

BASIL vs. SAFIRE F 20 - 25 July 07: mean profiles

Bias (g/kg)

(b)

0

1000

2000

3000

4000

5000

6000

7000

0 2 4 6 8 10 -2 -1 0 1 2

(a)

Water Vapour mixing ratio (g/kg)

Hei

ght (

m)

SAFIRE FA-20 DIAL BASIL Raman Lidar Sonde 19:31

BASIL vs. SAFIRE FA 20 - 31 July 07: mean profiles

Bias (g/kg)

(b)

Comparison between BASIL and SAFIRE-FA20 DIAL on 16, 25 and 31 July 07expressed in terms of mean daily profiles

Mean relative bias: 3.9 % (0.08 g/kg) in the altitude region 0–4.5 km a.g.l.

Mean RMS: 13.7 % (0.97 g/kg)

Larger deviations between the two instruments are found at the top of the boundary layer, where the effect of inhomogeneities may be larger.

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Bias intercomparison BASIL Raman Lidar vs. SAFIRE-FA20 DIALincluding all possible flights (EUFAR+COPS)

Mean relative bias: 2.1 % (0.12 g/kg)in the altitude region 0–3.5 km a.g.l.

0 500 1000 1500 2000 2500 3000 3500-10-8-6-4-202468

10

-2

0

2

BIAS

(g/k

g)

BIA

S (%

)

Height (m)

500 1000 1500 2000 2500 3000 3500-100

-75

-50

-25

0

25

50

75

100500 1000 1500 2000 2500 3000 3500

-3

-2

-1

0

1

2

3

Bias

(%)

Height (m)

Bias

(g/K

g)

160707 250707 310707 140707 150707 190707 300707010807 mean

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0

1000

2000

3000

4000

5000

6000

7000

0 2 4 6 8 10 -2 -1 0 1 2

(a)

Water Vapour mixing ratio (g/kg)

Hei

gt (m

)

DLR BASIL

DLR-Basil 18 july 07Time 16:05 (UTC)

Bias (g/kg)

(b)

0

1000

2000

3000

4000

5000

6000

7000

0 2 4 6 8 10 -2 -1 0 1 2

(a)

Water Vapour mixing ratio (g/kg)

Hei

gt (m

)

DLR data BASIL data

DLR-Basil 30 july 07Time 10:53 (UTC)

Bias (g/kg)

(b)

0

1000

2000

3000

4000

5000

6000

7000

0 2 4 6 8 10 -2 -1 0 1 2

(a)

Water Vapour mixing ratio (g/kg)

Hei

gt (m

)

DLR BASIL

DLR-Basil 30 july 07Time 11:53 (UTC)

Bias (g/kg)

(b)

Mean relative bias: -3.5 % (-0.24 g/kg) in the altitude region 0–3 km a.g.l.

Mean RMS: 13 % (0.45 g/kg)

BASIL Raman Lidar vs DLR DIAL

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4 5 6 7 8 9 10 11 12 13 14 15 16 17 18

16

18

20

22

24

26

28

30

15 JULY 2007

Inte

grat

ed w

ater

vap

or

Time in UTC

RADIO GPS MWR BASIL

Integrated Water vapour inter-comparison BASIL Raman Lidar vs. MWR, GPS and Radiosonde

BASIL – MWR : 7.6% (1.7g/Kg) , BASIL – GPS : 1.7 % (0.3g/Kg)

GPS – MWR: -5.9 % (-1.3g/Kg)

4 6 8 1 0 1 2 1 4 1 6- 5

- 4

- 3

- 2

- 1

0

1

2

3

4

5

Bia

s (g

/Kg)

T im e ( U T C )

M W R - B A S IL G P S - B A S IL G P S - M W R

4 6 8 1 0 1 2 1 4 1 6-2 0

-1 6

-1 2

-8

-4

0

4

8

1 2

1 6

2 0

T im e (U T C )

M W R - B A S IL G P S - B A S IL G P S - M W R

Bia

s (%

)

Page 12: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Putting equal weight on the data reliability of each instrument, results in bias values of

BASIL RL -0.3 %

DLR DIAL 3.2 %

SAFIRE-FA20 -3.6 %

GPS 0.6%

03.2%-3.6% -0.3%

BASILSAFIRE DLR

GPS

0.6%

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0 2 4 6 8 10 12 14 16 18 20 22 240

200

400

600

800

1000

1200

1400

1600

1800

2000

Hei

ght (

m)

Safire F20

15 July 2007

Water vapor mixing ratio (g/Kg)

IGN RL

0 2 4 6 8 10 12 14 16 180

300

600

900

1200

1500

1800

2100

2400

Water vapor mixing ratio (g/Kg)

Hei

ght (

m)

Safire F20

26 July 2007 IGN RL

0 2 4 6 8 10 12 14 16 18 20 22 24 26 280

200

400

600

800

1000

1200

1400

1600

1800

2000

16 July 2007

Hei

ght (

m)

Water vapor mixing ratio (g/Kg)

Safire F20 IGN RL

IGN Raman Lidar (Site V) vs SAFIRE-FA20 DIAL

Between IGN Raman Lidar and SAFIRE F20 DIAL based on the available dataset 6 comparisons were possible with three during daytime(10 min avg) while 3 during night (5 min avg).

0 1 2 3 4 5 6 70

1000

2000

3000

4000

5000

6000

0 1 2 3 4 5 6 7 0 1 2 3 4 5 6 7 8

1916 hrs

Water vapor mixing ratio (g/Kg)

Hei

ght (

m)

Safire

IGN

2032 hrs

2053 hrs

Mean relative bias: -8.7 % (0.17 g/Kg) in the altitude region 0–3 km a.g.l.

IGN Raman Lidar (CNRS) is a mobile Raman Lidar for tropospheric water vapour profiling.

Page 14: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

IFT Lidar (Site M) vs SAFIRE-FA20 DIAL

0 2 4 6 8 1 0 1 20

5 0 0

1 0 0 0

1 5 0 0

2 0 0 0

2 5 0 0

3 0 0 0

3 5 0 0

4 0 0 0

4 5 0 0

5 0 0 0

-2 .0-1 .5-1 .0-0 .5 0 .0 0 .5 1 .0 1 .5 2 .0

3 1 0 7 0 71 9 2 6 U T C

Heig

ht (m

)

M ix in g ra t io (g /K g )

S IT E M S A F IR E

B ia s

B ia s (g /K g )0 2 4 6 8 10 12

0

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0Mixing ratio (g/Kg)

Hei

ght (

m) 310707

1940 UTC

SITE M SAFIRE

Bias (g/Kg)

Bias

0 2 4 6 8 10 120

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0Mixing ratio (g/Kg)

Heig

ht (m

)

3107071954 UTC

SITE M SAFIRE

Bias (g/Kg)

Bias

0 2 4 6 8 10 120

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0

Mixing ratio (g/Kg)

Heig

ht (m

)

3107072008 UTC

SITE M SAFIRE

Bias (g/Kg)

Bias

0 2 4 6 8 10 120

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0Mixing ratio (g/Kg)

Hei

ght (

m)

3107072021 UTC

SITE M SAFIRE

Bias (g/Kg)

Bias

0 2 4 6 8 10 120

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0Mixing ratio (g/Kg)

Hei

ght (

m)

3107072042 UTC

SITE M SAFIRE

Bias (g/Kg)

Bias

Mean relative bias is -5.6% (0.57 g/Kg)

Page 15: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

0 2 4 6 8 100

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

Hei

ght (

m)

Mixing ratio (g/Kg)

0108071040 UTCwithin 10 KM

SITE H SAFIRE

0 4 8 12 16 20 240

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

Hei

ght (

m)

Mixing ratio (g/Kg)

2007070909 UTCwithin 10 KM

SITE H SAFIRE

UHOH DIAL(Site H) vs SAFIRE-FA20 DIAL

-3.0-2.4-1.8-1.2-0.60.00.61.2 1.8 2.43.00 2 4 6 8 10 120

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

Bias (g/Kg)

Bias

1507071630 UTCwithin 4Km

Hei

ght (

m)

Mixing ratio (g/Kg)

SITE H SAFIRE

-3.0-2.4-1.8-1.2-0.6 0.0 0.6 1.2 1.8 2.4 3.00 1 2 3 4 5 6 7 8 9 100

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

Bias (g/Kg)

Bias

0108071620 UTCwithin 9 KM

Hei

ght (

m)

Mixing ratio (g/Kg)

SITE H SAFIRE

Mean relative bias is -20.3% (-0.48 g/Kg)

0 2 4 6 8 100

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-3.0-2.4-1.8-1.2-0.6 0.0 0.6 1.2 1.8 2.4 3.0

0108071346 UTCwithin 8 KM

Hei

ght (

m)

Mixing ratio (g/Kg)

SITE H SAFIRE

Bias (g/Kg)

Bias

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SAFIRE-FA20 DIAL vs DLR DIAL

0 1 2 3 4 5 6 70

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2 -1 0 1 2

30 JULY 2007D1-D5 leg around 1153 UTC

Hei

ght (

m)

Mixing ratio in g/kg

SAFIRE DLR

Bias (g/kg)

Bias

0 1 2 3 4 5 6 7 80

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2 -1 0 1 2

3007071041 UTC

SAFIRE DLR

Bias

Bias (g/Kg)Mixing ratio (g/Kg)

Hei

ght (

m)

0 1 2 3 4 5 6 7 80

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2 0 2 4 6

3007071208 - 1210 UTC

SAFIRE DLR

Bias

Bias (g/Kg)

Hei

ght (

m)

Mixing ratio (g/Kg)

0 2 4 6 8 10 12 14 160

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2 0 2 4 6 8

1807071556 - 1606 UTC

Hei

ght (

m)

Mixing ratio (g/Kg)

SAFIRE DLR

Bias (g/Kg)

Bias

0 2 4 6 8 10 12 14 160

500

1000

1500

2000

2500

3000

3500

4000

4500

5000

-2 0 2 4 6 8 10

1807071611 - 1623 UTC

SAFIRE DLR

Hei

ght (

m)

Mixing ratio (g/Kg) Bias (g/Kg)

Bias

Mean relative bias is 3.73% (0.168 g/Kg)

Page 17: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Radiosonde inter-comparison on July 13th

Vaisala RS92, RS80-A and RS80-H were launched on July 13th for the Radiosonde inter-comparison effort.

The known different types of systematic errors for the RS80-A and H

1) Chemical Contamination error Wang et al., 2002,2) Temperature dependence error Miloshevich et al., 2004,3) Basic calibration model error Vomel et al., 2007,4) Sensor-arm-heating error5) Ground-check errors

The RS92 is also known to be affected by the solar radiation which induces a dry bias in the relative humidity measured by the sensor.

226 radiosondes launched in Supersite R during COPSSondes with different humidity sensors: Vaisala RS92, RS80-A and RS80-H 95 sondes RS92 – 13 July through 2 August, 21-30 August RS 80 launched in all other periods (88 RS80-A and 43 RS80-H).

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0

2000

4000

6000

8000

10000

12000

14000

16000

0.1 1 10

26 July 07

mixing ratio [g/kg]

Alti

tude

[m]

Sonde Vaisala RS80H 01:15 BASIL Raman Lidar 01:15-01:25

BASIL Raman Lidar vs RS80H (with advanced humicap sensor)

26 July 2007

Example of temperature dependent error leading to a radiosonde dry bias in the upper troposphere

dry bias

Page 19: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

0 20 40 60 800

2000

4000

6000

8000

10000

-30 -15 0 15 30

RS92 vs RS80 13 july 07Time 09:05 (UTC)

Bias (g/kg)

Hei

gt (m

)

Relative Humidity %

RS92 origi RS80 corr RS80 origi

Bias origi

Bias corr

0 2 0 4 0 6 0 8 00

2 0 0

4 0 0

6 0 0

8 0 0

1 0 0 0

1 2 0 0

- 2 0 - 1 0 0 1 0 2 0

R S 9 2 v s R S 8 0 1 3 j u l y 0 7T i m e 0 9 : 0 5 ( U T C )

B i a s ( g / k g )

Hei

gt (m

)

R e l a t i v e H u m i d i t y %

R S 9 2 o r i g i R S 8 0 c o r r R S 8 0 o r i g i

B i a s h e i g h t

B i a s c o r r

0 20 40 60 80 1000

2000

4000

6000

8000

10000

-15-10-5 0 5 1015

RS92 vs RS80 13 july 07Time 11:59 (UTC)

Bias (g/kg)

Hei

gt (m

)

Relative Humidity %

RS92 origi RS80 corr RS80 origi

Bias origi

Bias corr

0 20 40 60 800

2000

4000

6000

8000

10000

-20 -10 0 10 20

RS92 vs RS80 13 july 07Time 14:28 (UTC)

Bias (g/kg)

Hei

gt (m

)

Relative Humidity %

RS92 origi RS80 corr RS80 origi

Bias height

Bias corr

0 2 0 4 0 6 0 8 00

3 0 0

6 0 0

9 0 0

1 2 0 0

1 5 0 0

- 1 5 - 1 0 - 5 0 5 1 0

R S 9 2 v s R S 8 0 1 3 j u l y 0 7T i m e 1 6 : 0 8 ( U T C )

B i a s ( g / k g )

Hei

ght (

m)

R e l a t i v e H u m i d i t y %

R S 9 2 o r ig i R S 8 0 c o r r R S 8 0 o r ig i

B ia s h e ig h t

B ia s c o r r

Mean relative bias between RS80 (A&H) and RS92 for all five inter-comparison launches on 13 July 07 - after correction of RS80 - is found to be approximately -4.5 % from -12 %

Page 20: Water vapour inter-comparison effort in the frame of the ... · Water vapour inter-comparison effort in the frame . of the Convective and Orographically-induced Precipitation Study.

Future work

Extend the inter-comparison to all possible couples of water vapour sensors

to get an accurate error estimates for the different water vapour profiling/integrated column sensors

We need to come to an assessment of bias between different sensors with respect to a reference sensor

The DIAL!!!!


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