experiences with 0-36 h explicit convective forecasting with the wrf-arw model

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Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model Morris Weisman (Wei Wang, Chris Davis) NCAR/MMM WSN05 September 8, 2005

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Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model. Morris Weisman (Wei Wang, Chris Davis) NCAR/MMM WSN05 September 8, 2005. Composite NEXRAD Radar 00 UTC 6/10/03 - 12 UTC 6/11/03. WRF Realtime Convective Forecasting. May 1 – July 31 4 km 00 UTC -- 36h. - PowerPoint PPT Presentation

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Page 1: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Experiences with 0-36 h Explicit Convective Forecasting

with the WRF-ARW Model

Morris Weisman

(Wei Wang, Chris Davis)

NCAR/MMM

WSN05

September 8, 2005

Page 2: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Composite NEXRAD Radar 00 UTC 6/10/03 - 12 UTC 6/11/03

Page 3: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

WRF Realtime Convective Forecasting

May 1 – July 31 4 km 00 UTC -- 36h

2003, 2004, 2005

Page 4: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

WRF Real-time Forecasts: 2004, 2005

4-km from 0000 UTC - 36 h

Version 1.3 (2.0.3.1)

Eta initial and boundary conditions (40 km)

Physics:

Lin et al. (5 cat.) microphysics (WSM6)

YSU PBL (first-order closure)

Noah LSM (HRLDAS)

2000 km X 2000 km domain / 2800 km X 2600 km domain

5.0h (6.5h) on 128 (192) IBM Power-4 processors

Page 5: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Real-time WRF 4 km Forecast

Composite NEXRAD RadarReflectivity forecast

Initialized 00 UTC 9 June 03

Page 6: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Real-time WRF 4 km Forecast

Initialized 00 UTC 10 June 03

Reflectivity forecast Composite NEXRAD Radar

Page 7: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Consider the 24-30 h forecast challenge (i.e., the next diurnal cycle).

How does the 4 km WRF-ARW ‘’guidance’’ compare to the 12 km operational ETA?

Page 8: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Radar 03 GMT

May 30, 2004

03 GMT 27 hr 06 GMT prec. 30 hr4 km WRF-ARW

12 km ETA

Page 9: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Overall Forecast

Good:

OK:

Bad:

WRF RADAR

Page 10: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model
Page 11: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

How well does 4-km WRF represent the climatological behavior of convection? (e.g., diurnal cycle, episodes)

Page 12: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Longitudinal 1 hr Precip. May 10-31, 2004

Stage IV WRF

Page 13: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Diurnal Average Frequency: May 10-July 31 2004

Stage IV 4 km WRF

Page 14: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

12 km ETA4 km WRF

Stage IV

Diurnal Average 3 hr Precip.

Page 15: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Initialized 04 June 2005 00 UTC

Reflectivity forecast Composite NEXRAD Radar

Page 16: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

24 h forecast Valid 00 UTC 06/05/05

4-km ARW

2-km ARW

4-km NMM

Nexrad

Page 17: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

ARW2 BREF

NMM4ARW4

0500 UTC 29 April 2005: 1 km model reflectivity, NEXRAD BREF

Page 18: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Progress

4 km WRF-ARW simulations exhibit:

A surprising ability to forecast mesoscale convective systems (MCS) out to 36 h ( strongly

controlled by 12-km ETA forcing)

A demonstrated skill at depicting MCS mode (bow echoes, mesoscale convective vortices, supercell lines)

A more accurate depiction of diurnal cycle and precipitation episodes

An ability to spin-up convective systems within 3-4 h from a cold start.

Page 19: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

• QPF problematic (too much convective precip)• Stratiform regions appear too small (microphysics?)• Convective systems often fail to decay (BL

evolution?)• Initialization (data assimilation)• Verification methods

Challenge:

Page 20: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

WRF-ARW 2005 real-time forecasts can be found at:

http://box.mmm.ucar.edu/projects/wrf_spring/

http://rain.mmm.ucar.edu/mm5/

Also archived at:

http://www.joss.ucar.edu/wrf-2004/catalog/http://www.joss.ucar.edu/wrf-2005/catalog/

Page 21: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

24 hr precipitation verification

Valid 6/10/03 12 UTC

OBS

10 km WRF4 km WRF 12 km ETA

Page 22: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

4 km WRF 12 h Precipitation Forecast

NCEP Stage 4 Data

Reisner Scheme SB2004 Scheme

WSM-6 SchemeLin, et al. Scheme

Valid 10 June 2003 12 Z

Total Precipitation (mm)

(Axel Seifert, 2004)

Page 23: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

4 km WRF 12 h Reflectivity Forecast

NEXRAD Composite

Reisner Scheme SB2004 Scheme

WSM-6 SchemeLin, et al. Scheme

Valid 10 June 2003 12 Z

Column Max Reflectivity (dBZ )

(Axel Seifert, 2004)

Page 24: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Reisner

Lin WSM-6

SB2004

12 h Surface Theta

Page 25: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Sounding comparison: 24h forecast valid 00Z 24 May at DDC

ARW4

NMM4

Good forecast…

PBL too shallow, cold, & moist…clouds just broke up!

Model Raob

Model Raob

Page 26: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Sounding comparison: 24h forecast valid 00Z 18 May at DDC

ARW4

NMM4

Too dry in PBL, too moist above; Where is the PBL top?

Good forecast…

Model Raob

Model Raob

Page 27: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Sounding comparison: 24h forecast valid 00Z 28 April at OUN

ARW4

NMM4

Good in PBL, but CIN layer is washed out

PBL too shallow and moist, but CIN layer looks good

Model

Raob

Model

Raob

Page 28: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

24 h Reflectivity Forecast valid 4-30-05 00Z

Radar

4 km WRF-ARW

2 km WRF-ARW

4 km WRF-NMM

Page 29: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

Diurnal Average (2003)

4 km 10 km

Page 30: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

1 10 100 km

Cumulus ParameterizationResolved Convection

LES PBL Parameterization

Two Stream Radiation3-D Radiation

Model Physics in High Resolution NWP

Physics“No Man’s Land”

Page 31: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model

CAT 3: severe, well organized (> 1 in)

CAT 2: some organization (.25-1.0 in)

CAT 1: weak, disorganized (< .25 in)

Convective Mode/Intensity WRF ETA

Page 32: Experiences with 0-36 h Explicit Convective Forecasting with the WRF-ARW Model