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Mesoscale NWP Model Intercomparison for The Maritime Continent : Preliminary Results and Future Plans Tri Wahyu Hadi Atmospheric Science Research Group Faculty of Earth Sciences and Technology Institut Teknologi Bandung INDONESIA

Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

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Page 1: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Mesoscale NWP Model Intercomparisonfor The Maritime Continent :

Preliminary Results and Future Plans

Tri Wahyu Hadi

Atmospheric Science Research GroupFaculty of Earth Sciences and Technology

Institut Teknologi BandungINDONESIA

Page 2: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Acknowledgement

• Kyoto University Active Geosphere Investigationfor The 21st Century COE Program (KAGI 21) :Profs. T. Tsuda and S. Yoden

• Institute for Research and Community Services (LPPM), ITB : Prof. Emmy Suparka

• MEXT Special Coordination Funds for PromotingScience and Technology

• Research assistants and students : Nurjanna Joko T.,I Dewa G. A. Junnaedhi, Amry Widyatmoko

• Other supporting agencies and research collaborators

Page 3: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Outline

1.Background and Motivation

2.Previous works and some results :• Near real-time downscaling experiments• A numerical study on strong convective

system

3. Current works • Mesoscale NWP model intercomparison• Another study on strong convective system

4. Future Plans

Page 4: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Background and Motivation :Meteorological Disasters in The Maritime Continent of Indonesia

Small “twister” in Yogyakarta (http://www.detik.com and other web sites)

“Extreme” Winds

• Small scale but relatively strong transient weather disturbance

• Torrential rain due to mesoscale convective system

• Increasing frequency and intensity (?)

• Effort to reduce these disaster necessitates a high resolution NWP system

“Extreme” Rainfall

Flooding over wide area (Aceh 2006, Central Java 2008)

Severe floods in Jakarta, Jan/Feb 2002, Feb. 2007, Feb 2008

Page 5: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Near Real-Time Downscaling Experiments (1)

Global domain

Data freely available on the internet,NCEP GFS global model output :• Horizontal resolution : 0.5° & 1° available• Vertical resolution : 24 sigma levels • Time resolution : 3 hr (downloaded at 6 hr

interval)• Prediction range : up to 384 hr (var. res.)• Number of output parameters : 128 • GRIB ver. 2 data format

Targetted regional model characteristics

• Coarse grid res. : 30 km x 30km• Finer grid res. : 10 km x 10 km• Vertical resolution : 32 sigma levels • Time resolution : 3 hr• Two-way nesting between coarse and

finer domain

(figure by JMA)

Regional Model domains

Page 6: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Near Real-Time Downscaling Experiments (2)

NOAA

Dept. Inf. ScienceKochi University

Space Science and Engineering Center(SSEC) University of Wisconsin

Block A :Internet Resources

Dept. Atm. Sci. University of Wyoming

GFS Data

SondeData

MTSAT IR mages

MTSAT/GOESlatest images

Block B :Download Server

Regional model Preprocessing(if data is adequate)

Daily rainfall estimation

Model runup to 48-hour lead time prediction

Topgraphyand land-use data (fixed)

Post processing of regional model output

-Monitoring-Prediction -Nowcasting-Forcast Verification

Block D : Web Server

Postprocess

Block C : PC Cluster

??

Page 7: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Near Real-Time Downscaling Experiments (3)

MM5 modeling system :Non-hydrostaticPrimitive equationsDeveloped by PSU/NCARFree software Parallel version with MPIModel Setup

- boundary-layer parameterization : MRF

- cumulus parameterization :Grell (30 km) & KF (10 km)

Downscaling without additional

input except refinement of tropography

Page 8: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Near Real-Time Downscaling Experiments (4)

1200 UTC

0000 UTCThe system hasrecently beenupgraded resulting in reduced latency

NCEP-GFS Forecast Run at 1200 UTC

Download Time

2100 UTC

MM5 Forcast Run

1200 UTC

MM5 Regional Prediction effective forecast lead time

Data downloaded at 6 hr fcst interval

PC Cluster assembledinhouse : 8 nodesAMD Athlon 64;10 GB total memory4 TB total data storage

Page 9: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Near Real-Time Downscaling Experiments (5)http://weather.geoph.itb.ac.id/

Page 10: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Near Real-Time Downscaling Experiments (6)

pure downscaling

not much improvementin average error

Page 11: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :A Numerical Study of Strong Convective System (1)

Pwat (kg/m2)

TBB (K)

Synoptic scale conditionrelated to Jakarta flood event of Jan/Feb 2002

• Southward migrationof monsoon trough

• Appearance of cyclonicvortex over the Indian Oceansouth-west of Jakarta

Data : NCEP global tropospheric analysis and GMS IR imageries(daily averaged TBB)

Northern coastal plain of Java Island is prone to heavy rainfall during end of Jan.-beginning of Feb.

Page 12: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :A Numerical Study of Strong Convective System (2)

Rc (mm)

• MM5 daily accumulated rainfall

• 3 km horizontal resolution

• NCEP-FNL initial and boundary condition

Concentration of heavy rainfall over Jakarta area

Page 13: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :A Numerical Study of Strong Convective System (3)

TBB (K)

From Edvin Aldrian (BPPT), Courtesy of BMG

Characterized by North-Southmovement of convectivesystem

Page 14: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :A Numerical Study of Strong Convective System (4)

Clw (g/kg)

27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT

27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT

Convectivemechanism :

cold pooladvection

Page 15: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :A Numerical Study of Strong Convective System (4)

Clw (g/kg)

Convectivemechanism :

mixed layerblocking

Page 16: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Previous Works and Some Results :Anticipated Problems in NWP Application

• Model accuracy High resolution simulation using NWP model hasrevealed a detailed structure of the convective systemrelated to heavy rainfall events but downscaling alonedoes not seem to significantly improve average forecast error local data assimilation

• Model uncertaintyModel uncertainty is an inherent problem of atmospheric predictability quantification by meansof (multi-model) ensemble forecasting learning from other projects, model intercomparisons is an important step

Page 17: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Mesoscale NWP Intercomparison (1)

JMA

CMA

MSC

ZAMG

NCEP

CMAS

BRDP08, Courtesy of Dr. Hiromu Seko (MRI-JMA)

Page 18: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Mesoscale NWP Intercomparison (2)

Improvement of Computational Infrastructure

The same look and number of nodes but now with :

• Processor : Intel Core2 Quad Core(2.4 GHz) per node (32 cores in total)

• 32 GB of total memory• OS : Open SuSE 10.2 (free version)

PC Cluster assembled inhouse : • 8 nodes (1 master and 7 diskless nodes)

• Processor : single AMD Athlon (2.0 GHz) per node

• 10 GB total memory• OS : SLES 9.0

MM5 and WRF test runs show that Hybrid SMP-MPI system reduce computational time by a factor of 4 to 6

Page 19: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Mesoscale NWP Intercomparison (3)

MM5-WRF output samples

• Apart from accuracies, MM5 andWRF produced quite results at 30 km resolution downscaling

• WRF accumulated rainfall is morecharacterized wih small scale features

Page 20: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Mesoscale NWP Intercomparison (4)

WRF 3km simulation of heavy rainfall

WRFMM5

Rc (mm)

Page 21: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Mesoscale NWP Intercomparison (5)

WRF with cumulus parameterization WRF explicit

• Convection initiated at the top of PBL• Gravity-wave induced convection (?)• Sensitivity to cumulus parameterization at 3 km resolution

Page 22: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Another Study of Strong Convective System (1)

http://foto.okezone.com/

0104 07

Floods in Karawang :• Long duration of inundation (more than 10 days)

• Relatively large area• Seems to be triggered by rainfall event of Feb. 6, 2008

• Less effect of topography(?)

Page 23: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Another Study of Strong Convective System (2)

2008/02/06 21:06 2008/02/06 22:062008/02/06 19:06 2008/02/06 20:06

2008/02/07 00:062008/02/06 22:30 2008/02/06 23:06 2008/02/06 23:30

2008/02/07 00:30 C-band Radar Images Courtesy of HARIMAU Project(JAMSTEC-BPPT)

Eastward moving convective cells along the coastal plain

Page 24: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Current Works :Another Study of Strong Convective System (3)

30-hour forecast of 3-hourly convective rainfall (07/02/2008 0100 LT)

MM5 WRF

• New resolution set-up 27-9-3 km nesting (2 online and 1 off-line) • Another type of blocking (land-breeze?) • Too strong blocking in WRF• WRF requires more parameter tuning

Page 25: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Future Plans : Three-model Intercomparisons with JMA-NHM

06 February 2008, JMA-NHM test run 24 and 30 hour forecast of 3-hourly precipitation, 27 km resolution

JMA-NHM has been installed and being tested to run donwscaling forecast with NCEP-GFS data

Page 26: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Future Plans : Coal Mines at Berau as Forecast Test Ground

• Partial funding by PT. Berau Coal

• Installation of 6-7 AWS

• Near real time data transfer to ITB

• Experiments on local data assimilation

• Decision support system in mining opration as apart of research activities

Page 27: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Future Plans : C-Band Radar and GPS/Met over West Java

• Another high-resolutionsimulation and forecast test ground

• Relatively dense GPSnetwork as part of INATEWS

• High possibility to obtain near real-time GPS/Metdata through collaborationwith BAKOSURTANAL (National Survery and MappingAgency)

• More powerful if combined withC-band radar at Serpong through collaboration with JAMSTEC

Courtesy of Cecep Subarya (BAKOSURTANAL)

Page 28: Mesoscale NWP Model Intercomparison for The Maritime ......27 Jan 2002, 0200 LT 27 Jan 2002, 0300 LT 27 Jan 2002, 0400 LT 27 Jan 2002, 0500 LT Convective mechanism : cold pool advection

Concluding Remarks

• Capacity building We have developed an entry-level computational infrastructure to conduct NWP research in SEA(The Maritime Continent of Indonesia). We are setting upan environment for model intercomparison

• Near-real time downscaling experimentsMM5-WRF intercomparison shows that WRF requiresmore model parameter tuning in the tropics

• Process study Strong convections related to heavy rainfall involve complex mechanisms

• Future plan We are trying to setup two ground tests for model intercomparison (Berau and Jakarta)