weather forecasting using mm5 in peru and new perspective for climate modeling

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Weather forecasting using MM5 in Peru and new perspective for climate modeling Centro de Predicción Numérica del Tiempo y Clima Instituto Geofísico del Perú Yamina Silva

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Centro de Predicción Numérica del Tiempo y Clima Instituto Geofísico del Perú. Weather forecasting using MM5 in Peru and new perspective for climate modeling. Yamina Silva. Using RegCM for Climate Studies. Precipitation climatology in Peru Challenge for modeling in complex terrain. - PowerPoint PPT Presentation

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Page 1: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Weather forecasting using MM5 in Peru and new perspective for climate

modeling

Centro de Predicción Numérica del Tiempo y Clima Instituto Geofísico del Perú

Yamina Silva

Page 2: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Using RegCM for Climate Studies

• Precipitation climatology in Peru

• Challenge for modeling in complex terrain.

• Using the models for weather prediction (MM5)

• Climate change studies for a pilot region

Page 3: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Lima (13 masl), annual precip. 16mm

Huayao (3,350masl)Annual precip. 756mm

Iquitos (126 masl), annual precip. 2770mm

Precipitation Climatology

Page 4: Weather forecasting using MM5 in Peru and new perspective for climate modeling

1979-2000 Monthly Precipitation in Piura region

79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 030

200

400

600

800

1000

1200

1400

mm

/mo

nth

Piura Tumbes Talara

El Niño 1987 El Niño 1983 El Niño 1998 El Niño 1992

Huge positive anomaly in temp. And precip. during “EL Niño" events:Agriculture (Rice, limon, cotton, etc).FisheryFloods and diseases.

Northern coast (positive rainfall anomaly)Chira-Piura basin

Challenge for modeling in complex terrain

Page 5: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Precipitation vs SST

Ref.: Dr. R.Woodman, 1998

Page 6: Weather forecasting using MM5 in Peru and new perspective for climate modeling

79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 790

50

100

150

ANGASMAYO

HUANCAVELICA

The Central Andes 500-5000 meters (negative anomaly?)

1979-2000 Monthly Precipitation in the central Andes

40% of electric energy of Perú is generated by a hydroelectric power plant on this river (Mantaro river).

Mantaro basin

Page 7: Weather forecasting using MM5 in Peru and new perspective for climate modeling

The Altiplano of Peru 3000-4000 meters (negative anomaly)

79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 030

50

100

150

200

250

300

mm

/mo

nth

Lagunillas

Juliaca

1979-2000 Monthly Precipitation in the Altiplano Region

Negative anomaly during El Niño events (1983, 1992)

El Titicaca basin

Page 8: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Some experiences with the MM5

• Weather forecasting

• Modeling some extreme events during the summer

• Simulation with high resolution domain (nesting)

• Evaluation of cumulus and PBL schemes

Page 9: Weather forecasting using MM5 in Peru and new perspective for climate modeling

MM5 Version 3.3: Nesting with 3 Domains: South America: 54x54km (180x205) Perú: 18x18km (124x100) Lima: 6x6km (100x100) 60 hours forecast

Cumulus: Grell Explicit: Simple ice PBL: Gayno-Seaman

IC & BC: AVN

WS Compaq ES-40 4 CPU, 2 GB RAM 500MHz18.2 GB HD (2 HD)

ACTUAL CONFIGURATION OF MM5 RUNNING IN PERU

Page 10: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Precipitation forecast for the 3 domains

Page 11: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Pronostico del Modelo MM5

Extreme precipitation events during the 18 and 19 March of 2001(North of Peru, Piura)

24 hour precipitation (MM5, 18km resolution) 24 hour precipitation (estimated by GOES)

Page 12: Weather forecasting using MM5 in Peru and new perspective for climate modeling

CPS sensibility

•GOES Estimated precipitation• (Vicente, at.al, 1998)

Page 13: Weather forecasting using MM5 in Peru and new perspective for climate modeling

March 2000 September 1999

Evaluation of Grell convective scheme

5.0/)(;1

5.0/)(5.0;0

5.0/)(;1

EEM

EEM

EEM

I•GOES Estimated precipitation (Vicente, at.al, 1998)vs MM5 precipitation - 24 hours acumulated

Page 14: Weather forecasting using MM5 in Peru and new perspective for climate modeling

During the intense rainy period, Grell CPS tends to overstimate the precip.

March 2000 September 1999

Grell convective scheme

Page 15: Weather forecasting using MM5 in Peru and new perspective for climate modeling

CORRELACION INDEX

GRELL CPS

KUO CPS

Region March 2000 September 1999 Ecuatorial 0.79 0.09 *

Subtropical 0.45 0.61

* Is equal to 0.78 if we not consider the model values greeter then 10mm (M>10)

Region March 2000 Septembee1999 Ecuatorial 0.44 0.12

Subtropical 0.15 0.35

•Ecuatorial region: 80ºW-40ºW / 10ºS-10ºN,

•Subtropical region:80ºW-40ºW / 30ºS-10ºS.

Silva and Takahashi, 2000 (MM5 Users workshop)

Page 16: Weather forecasting using MM5 in Peru and new perspective for climate modeling

What we expect of using RegCM for Climate Studies

• Climate variability, El Niño response for a regional (local) scale

• Simulate some extreme events during the rainy season

• Using RegCM for climate change studies (high resolution)=> Pilot points for studing:

1. Mantaro Basin (central Andes)2. Chira-Piura basin (northern coast)3. Titicaca basin (southern Andes)

Page 17: Weather forecasting using MM5 in Peru and new perspective for climate modeling

The GCM could represent the general pattern, but not the detals, specially over the Andes

Monthly precipitation (mm/day) March 2003 (GCM CPTEC/COLA, T42)

Page 18: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Domain 1 for South America: 80km (90x110), 11 levels, IC-BC: CPTEC/COLA GCM, 3 months simulations (16 Feb-02 May 2003)

Precipitation rate (mm/day)March 2003 (RegCM)

Precipitation rate (mm/day)March 2003 (GOES estimated)

Page 19: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Domain for Peru: 30km (90x110), 11 levels, IC-BC: RegCM Domain 1 (80km), 3 months simulations (16 Feb-

02 May 2003) Precipitation rate (mm/day)

March 2003 (RegCM) Precipitation rate (mm/day)

March 2003 (GOES estimated)

Page 20: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Precipitation rate (mm/day)March 2003 (RegCM)

Monthly Precipitation amount (mm/month)March 2003 (Observed-DCPs )

RegCM vs Observed precipitation

Page 21: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Sub-project: Integrated local evaluation in the Mantaro Basin.

National project for Climate change and adaptation, supported by the government of Holland: 2003-2005

Objectives:• Interannual climate variability studies and extend it

for climate change.• Identify vulnerable areas

• Questions? If the global temperature increase?• How will change the water resources in the basin?• What could be the agricultural impact?• Social impacts, etc…

Page 22: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Mining region

Agricultural region

Hydroelectricstation

Page 23: Weather forecasting using MM5 in Peru and new perspective for climate modeling

High resolution domain:

HOPES!: Non-Hydrostatic RegCM, with nesting, using the global model

scenarios.

Page 24: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Conclusion

• The climate variability studies in the regional/local scales using the numerical climate models are an important issue for Peru, and also the challenge because of the complex terrain.

• We hope that the climate change scenarios for Peru using the RegCM, will became reality and the results will help for the future national planes.

• The collaborations in the climate variability and climate changes studies are very welcome.

Page 25: Weather forecasting using MM5 in Peru and new perspective for climate modeling

Many thanks!

E-mail: [email protected]

Centro de Predicción Numérica del Tiempo y Clima Instituto Geofísico del Perú