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COPS (Convective and Orographicallyinduced Precipitation Study) Precipitation Study) Goal: Advance the quality of forecasts of orographicallyinduced convective precipitation by 4D observations and modeling of its life cycle precipitation by 4D observations and modeling of its life cycle Volker Wulfmeyer Institute of Physics and Meteorology (IPM) University of Hohenheim, Stuttgart, Germany and the COPS International Science Steering Committee Motivation and strategy Set up and performance Set up and performance First highlights Ongoing and future projects Wulfmeyer et al., Bull. Amer. Meteor. Soc. 89(10), 14771486, 2008, Ongoing and future projects 1 April 2, 2009 19 th Annual ARM Science Team Meeting, Louisville, USA DOI:10.1175/2008BAMS2367.1.

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Page 1: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

COPS (Convective and Orographically‐inducedPrecipitation Study)Precipitation Study)

Goal: Advance the quality of forecasts of orographically‐induced convectiveprecipitation by 4D observations and modeling of its life cycleprecipitation by 4D observations and modeling of its life cycle

Volker Wulfmeyer

Institute of Physics and Meteorology (IPM) f y gy ( )

University of Hohenheim, Stuttgart, Germany

and the COPS International Science Steering Committee

Motivation and strategy

Set up and performanceSet up and performance

First highlights

Ongoing and future projects

Wulfmeyer et al., Bull. Amer. Meteor. Soc. 89(10), 1477‐1486, 2008, 

Ongoing and future projects

1April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

DOI:10.1175/2008BAMS2367.1.

Page 2: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

The Importance of Orography for Weatherd Cli t R hand Climate Research

Global population density 1995

1 k h i t l E thP i it ti t d i COPS i d

WRI 2000, based on CIESIN 2000

1‐km orography in central Europe, theD‐PHASE domainPrecipitation amount during COPS period(summer 2007)  in the D‐PHASE domainand in the COPS domain (black box)Precipitation amount in the COPS region

Reliable regional climate modeling and high‐resolution weather forecastingboth require a detailed understanding of the process chain leading toprecipitation down to the scales of land‐use, catchments, and orography.

2April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Page 3: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Status of Quantitative Precipitation Forecasting(QPF) and Regional Climate Modeling

Climate COSMO 2 2‐km grid resolutionClimate COSMO 25‐km grid resolution

(QPF) and Regional Climate ModelingSummer 2007, COPS Domain Summer 2006, ≈D‐PHASE domainOperational models COSMO7 and COSMO2 with Climate COSMO, 2.2 km grid resolutionClimate COSMO, 25 km grid resolutionOperational models COSMO7 and COSMO2 withgrid resolutions of 7km and 2.2km, respectively

Precipitation COSMO7 – COSMO2

Negative soil moisture‐cloud‐precipitation feedbackPositive soil moisture‐cloud‐precipitation feedbackSe ere ind ard/lee effect precipitation feedbackprecipitation feedback

High‐resolution, seamless probabilistic simulations of the Earth system

Severe windward/lee effectSchwitalla et al., Crewell et al., Meteorol. Z. 2008 Hohenegger et al., J. Climate 2009

3April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

are required from nowcasting to centuries.

Page 4: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

The Importance of Orography for Weatherd Cli t R hand Climate Research

°48.9

Pforzheim

Höfen

Enz

QQ

Eyach

KleineEnzGroße

Enz

1000

Heightasl [m]

t tE

N

8.3° 8.7°48.6°

Nagold

0

Hydrological forecasts must be probabilistic and depend critically on the qualityand resolution of probabilistic quantitative precipitation forecasting (PrQPF).

4April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Page 5: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Key Physical Processes in Orographic TerrainBlack: Physics Red: Model requirements ( i ti ith NCAR V )

Orientation and shape oforographic terrain with respect to

f f f

Black: Physics, Red: Model requirements (animations with NCAR Vapor)

mean flow, static stability of flow

Correct initial conditions andboundaries of large‐scale flow.  TDifferential heating inducingmesoscale circulationsLi i d d lli (LA )

T

Limited‐area modelling (LAM):• Orography, land use, andradiative transferM l d t i il ti

Slope/shading effects on radiation leading tovalley flows and specific convergence lines

• Mesoscale data assimilation

Special environment for aerosol‐cloud‐precipitation processesy p g

Land‐surface exchange, rad., turbulencep p pDetailed aerosol‐cloud‐precipitation physics

Limited predictability:Mesoscale ensemble modeling

Diurnal cycle and specific propertiesf l d d i i i d

5April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Mesoscale ensemble modelingof clouds and precipitation expected.

Page 6: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

European Coordinated Experiments 2007Domain of the Convective andOrographically-inducedPrecipitation Study (COPSCOPS)), World Weather Research

General Observations Period (GOPGOP)

Program (WWRP) Research andDevelopment Project (RDP)Period: 01.06. – 31.08.2007

Transport and Chemical Conversion in Convective

General Observations Period (GOPGOP) Period: full year of 2007

Systems (COPSCOPS--TRACKSTRACKS)Period: 16.07. – 02.08.2007

Atmospheric Radiation Measurement (ARM) Program

Demonstration of Probabilistic Hydrological and

Measurement (ARM) Program Mobile Facility (AMFAMF)Period: 01.04. – 31.12.2007

EUMETSAT EUMETSAT special satelliteoperation modes and dataPeriod: 01.06. – 31.08.2007

y gAtmospheric Simulation of flood Events in the Alpine region (DD--PHASEPHASE), WWRP Forecast Demonstration Project (FDP)Period: 01.06. – 30.11.2007

European THORPEX Regional Campaign 2007 (ETReCETReC 20072007)Period: 01.07. – 01.08.2007

6April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Page 7: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Overarching Research StrategyHigh-resolution 4D

data setMesoscale model

ensemble

Case studies of process chain

Forecasts with different- multi-model ensemble members- parameterizations

Evaluation Working groups: 

Proposals of suitable combinations

A

- data assim. and obs. systems- boundary conditions

Convection Initiation (CI)

Aerosol and CloudProposals of suitable combinationsfor process studies

Initiation andM d l h i d Data

Analyze

andensem

Aerosol and Cloud Microphysics (ACM)

Precipitation Processes and its

optimal combination

organizationof convection

Model physics andparameterizations

Data assimilation

dim

provem

bleskills

Processes and its Life Cycle (PPL)

Data Assimilation 

Studies on predictability by algorithms based on Bayesian statistics

model

and Predictability (DAP)

7

Extension of the results and the methodologyto other regions

Page 8: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Cl d d

Supersite InstrumentationLidars

• FZK WTR• MICCY (scan.)• UV MRR

Cloud radarsPrecip. radarsRadiometersRadiosondes

POLDIRADPOLDIRAD

FZK Radar + Op. network

UV MRR• UV radiosondes• Ceilometer• UV AWS network• GFZ GPS receiver

FZK il i t

• CNRS WV Raman lidar• CNRS TRESS =

A l R id

Sodars

HR S

M

POLDIRADPOLDIRAD

• UHOH WV DIAL (scanning)

• FZK soil moistureAerosol Raman LidarIR radiometer, sun ph., aerosol analysis

• LaMP X-band (scanning)• LaMP K-band (vertical) • AMF:

V

M

( g)• UHOH RR lidar (scanning)• FZK WindTracer (scanning)• FZK cloud radar (45° scan)• UHOH X-Band (vertical) • UHH MRR

( )• MF radiosondes• MF surf. flux stations (3)• MF soil moisture• MF UHF prof., sodar• GPS receiver

RS, MWR, AERI, RWP, WACR,aerosol in-situ analysis

• Micropulse Lidar• IfT MWL• IfT WILI• UHH MRR

• TU Delft TARA• UK radiosondes• CNR MW radiometer (scan.)• UK aerosol in-situ analysis

GFZ GPS i

• GPS receiver

• UNIBAS Raman lidar • UK Doppler lidar• UK wind profiler

• IfT WILI• HATPRO• 90/150 GHz• ADMIRARI (scanning)• UHH MRR

GFZ GPS i• GFZ GPS receiver• FZK soil moisture

UK wind profiler• UK MWR• UHH cloud radar• UK radiosondes• UK sodar• UHH MRR FZK

• GFZ GPS receiver• FZK soil moisture

• 2 mobile Doppler-On-Wheels

8

• FZK and UBT sodars (entrance of Murg and Kinzig V.)• UF sodar (entrance of Rench V.)• UK sodar (Murg Valley)

• FZK RS station„Burgundische Pforte“

• UHH MRR• GFZ GPS receiver• FZK soil moisture

• FZK RS station

FZK

Page 9: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

AMF Supersite in the Murg Valley

FZK simplified soil moisture probe (SISOMOP)

Geoforschungszentrum P t d GPS i

University of Cologne radiometer HATPRO

Potsdam GPS receiver

University of Cologne 90/150 GHz radiometer

University of Hamburg micro rain radar

9

IfT multi wavelength aerosol lidar and coherent Doppler lidar

Page 10: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

COPS Supersite Hornisgrinde

TU Delft, TARATU Delft, TARA

RotationalRotational Raman Raman LidarLidar, , U. HohenheimU. Hohenheim CloudCloud Radar, U. Karlsruhe/FZKRadar, U. Karlsruhe/FZK

Doppler Doppler LidarLidar, , U. Karlsruhe/FZKU. Karlsruhe/FZK

CNR CNR MicrowaveMicrowaveRadiometerRadiometer U. Hamburg, U. Hamburg, MicroMicro Rain RadarRain Radar

Aerosol Container, U. Manchester Aerosol Container, U. Manchester PNNL PNNL RadiativeRadiative FluxFluxAnalysis SystemAnalysis System

10April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USAXX--Band Radar, U. Hohenheim Band Radar, U. Hohenheim

WaterWater--VaporVapor DIAL, U. HohenheimDIAL, U. Hohenheim

Page 11: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Data Sets (see cera‐www.dkrz.de/WDCC/ui/BrowseExperiments.jsp) 

Radiation: Energie balance network, AMF, CM‐SAF, and Land‐SAF retrievals

Land‐surface exchange: Soil moisture, turbulence, and weather stations

dABL and CI: Active‐passive VIS‐IR‐MW remote sensing synergy, soundings,GPS network, MSG Rapid Scan Service (RSS)

ACM: In‐situ, AERI‐MWR‐lidar‐radar synergy, MSG RSS

Short COPS statistics:D‐PHASE Model Ensemble:

ACM: In situ, AERI MWR lidar radar synergy, MSG RSS

Precip: In‐situ, micro rain radar, DOW, polarization and weather radar

Short COPS statistics: 2,700 soundings

11,000 h of lidar operation

D PHASE Model Ensemble:• 6 LAM ensemble forecast systems• 12 deterministic models withconvection parameterization

10 aircraft with 400 flights hours

10,000 model runs with50 000 000 model fields and

convection parameterization• 9 convection permittingdeterministic modelsH i d d d d d 50,000,000 model fields and 

plots (COPS domain)

60TB of data

• Harmonized and extended dataset in GRIB1 following the so‐called TIGGE+ table

11April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Page 12: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

COPS Overview35 IOP days with various forcing conditions and several extreme 

events. More details see COPS Field Report and COPS web sites

(www.uni‐hohenheim.de/cops, www.arm.gov/sites/amf/blackforest).

18Morning Afternoon NightNight

All CI events

10

12

14

16

mbe

rs

CI for IOPs with "Highpressure convection" and"Weakly forced convection"

2

4

6

8Num

00 1 2 3 4 5 6 7 8 9 1011121314151617181920212223

Time (UTC)

12April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Diurnal cycle and spatial distribution of convection (Aoshima et al., Meteorol. Z. 2008)

Page 13: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Validation of CM‐SAF (MSG)‐Retrieved Incoming Solar Irradiance at AMF SiteIrradiance at AMF Site

• Excellent correlation of CM‐SAF‐derived solar irradiance with AMF observations

• Further details about CM‐SAF products: www.cmsaf.eu at EUMETSAT andSchulz et al. ACP 2009; Mueller et al. RSE 2009Courtesy Jörg Trentmann, DWD

13April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

• Cloud microphysics: see Ayers, poster D10

Page 14: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Retrieval of Cloud‐Microphysics and Radiation

1DVAR retrievals using Integrated Profiling Technique (IPT) over AMF site

Further data sets:Further data sets:• IPT retrievals: Ulrich Löhnert• Cloudnet retrievals:E O‘C d R bi HEwan O‘Connor and Robin Hogan (www.cloudnet.org/quicklooks/arm‐murgtal_products.html

)#classification)• LWP and PWC: Dave Turner (iop.archive.arm.gov/arm‐ iop/0pi‐data/turner) and Ulrich Löhnert(gop.meteo.uni‐koeln.de/hatpro/doku.php)

Courtesy Kerstin Ebell, University of Cologne, see also corresponding poster J1, and Löhnertet al. JTECH 2008. 

• AOT: Dave Turner

14April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Page 15: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Aerosol Transport and MicrophysicsBAE 146 measurements during SOP7 August 17 2007BAE 146 measurements during SOP7, August 17, 2007

0.5 1

.60.

7

0.3

0.4

0.5

e to

D_m

ean

(μm

)

00.

5

al Ve

locity

(ms−1

)

.30.

40.

50.

6

n Di

amet

er (μ

m)

0.1

0.2

Varia

nce

85504 85514 85524 85534 85544

−1−0

.5

Verti

cal

0.05

0.2

0.3

Mea

n D

Time (UTC)

85504 85514 85524 85534 85544

100

500

100

500

100

500

085516085518085522

Con

cent

ratio

n(cm

−3)

110

10

Con

cent

ratio

n(cm

−3)

110

10

Con

cent

ratio

n(cm

−3)

110

10 085522

• Aerosol venting causesspecial microphysicalproperties.

0.5 1.0 2.0

Diameter(μm)

Co

0.1

1

0.5 1.0 2.0

Diameter(μm)

Co

0.1

1

0.5 1.0 2.0

Diameter(μm)

Co

0.1

1 properties.

• Huge data set available forrelating these to cloud andprecipitation properties

15April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

precipitation properties.Courtesy Alan Blyth, University of Leeds

Page 16: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Shallow and Organized Convection Study WithRadar and Water‐vapor Lidar (IOP11b July 26 2007)Radar and Water vapor Lidar (IOP11b, July 26, 2007)

HH

COSMO2, Meteo SwissDOW radial and dual Doppler wind field (Tammy Weckwerth, NCAR)

COSMO models too moist, surface wind fieldagreed neither with VERA nor with radar.

European radar data set (LOS and dualEuropean radar data set (LOS and dual Doppler of DWD, Meteo France, and MeteoSwiss) will also be applied.

LOS i d i d d i il i

University of Vienna VERA analysis, Manfred Dorninger

LOS wind comparison and data assimilationefforts in preparation using forward operator.

16April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

y y gGPS IWV field: Galina Dick, GFZ, Potsdam

Page 17: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

IPM Water‐vapor Differential Absorption Lidar Measurement During IOP11b, July 26, 2007Measurement During IOP11b, July 26, 2007

10 s, 60 m1 s, 15 m

10 s, 150 m

More details on DOW and DIAL see Wulfmeyer, poster D13

17April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Comparison with ACRF Raman lidar: Wagner, poster J7 

Page 18: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

CI Study During Extreme Event: IOP9c July 26 2007

Orographically‐induced transformation of a mesoscale convective system with prefrontal convergence line

IOP9c, July 26, 2007

convective system with prefrontal convergence line

Overlay of GPS IWV, MSG RSS three‐channel composite, DWD radar network

18April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Fumiko Aoshima, IPM

Page 19: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

CI Study During Extreme Event: IOP9c July 26 2007

MSG RSS, GPS IWV, DWD radar + VERA surface wind field

IOP9c, July 26, 2007

Further observation overlays in preparation: MSG all channels and its combinations, 

19April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

VERA surface analyses to be compared with D‐PHASE model outputs.

Page 20: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

Precipitation‐Microphysics35‐GHz cloud radar / 24.1‐GHz micro rain radar synergy35 GHz cloud radar / 24.1 GHz micro rain radar synergy

drop size distributionat certain LDR class

bLDR

hmma

⎟⎠⎞

⎜⎝⎛+⋅= 3

63

mmm)35.81106079(Combination of cloud‐radar linear depolarization

ratio (LDR) measurement with rain drop size( ) pdistribution measurement fromMRR deliversnew relationship for stratiform rain:

1with)( )( ≈⋅= bRLDRaZ LDRb

Courtesy Gerhard Peters, S. Kowalewski, University of Hamburg, 2009

1with)( ≈bRLDRaZ

20April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

For WACR see also Luke, poster B7   

Page 21: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

D‐PHASE Model Verification Over SwitzerlandJJA 2007, Verification against Swiss Radar Composite, 3 hourly accumulations, rain events only

ll sc

ore COSMO-7 (7km)COSMO-2 (2.2km) Difference

e (k

m) 90

58

ctio

n sk

i -

Spat

ial s

cale58

33

20=goodbad

Threshold (mm/3h) Threshold (mm/3h)

Frac

Threshold (mm/3h)

S7

goodbadCOSMO-7 better COSMO-2 better

Courtesy Tanja Weusthoff, Marco Arpagaus, MeteoSwiss

+ Clear improvement of diurnal cycle of precipitation

+ Substantial reduction of windward/lee effect

Huge model verification efforts ongoing in COPS and D‐PHASE domains

21April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

See WWRP website of JWGV and Hogan, poster F4    

Page 22: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

COPS Publications and Links

Website: www.uni‐hohenheim.de/cops/

Central data archives: cera www dkrz de/WDCC/Central data archives: cera‐www.dkrz.de/WDCC/, with publication data base (12 refereed pubs, 100 at conferences), www.archive.arm.gov, gop.meteo.uni‐koeln.de

Recent highlight: Dec. 2008 Special Issue on QPF of

published in                              see www.metzet.de

32 externally funded projects (mainly COPS‐France, COPS‐UK, DFG) 

8 Master and Diploma theses, 17 PhD theses and 19 Postdocsp ,

COPS Special Issue in QJRMS in preparation

Huge potential for further joint ARM‐European projectsHuge potential for further joint ARM European projects

Further details: COPS Breakout Session, today, 1‐3 pm

22April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

Page 23: COPS (Convective and Orographically induced PrecipitationStudy) · 2018-03-28 · Orientation andshapeof orographic terrainwithrespectto f ff ... Campaign 2007 (ETReCETReC 2007 2007)

COPS HighlightsCI: Thermally induced flows critical forinitiation and organization of convection

ACM: Emerging picture oforographically‐induced

N t i

under all forcing conditions.microphysical properties ofclouds and precipitation

PPL New sensor synergy New remote sensingtechnology and itssynergy demonstrated

PPL: New sensor synergyapplied, e.g.,  for thedetermination of Z‐R‐

Large number of new, harmonized data sets

relationships

DAS: Indispensable toolfor impro ement of QPF harmonized data sets

in complex terrainfor improvement of QPF and evaluation of model physics on the mesoscale

Superior performance of convection permitting models. Strong implications on the development of forecast

t d i l li t d l t d

23April 2, 2009 19th Annual ARM Science Team Meeting, Louisville, USA

systems and regional climate models expected.