a new method for the nowcasting of precipitation using radar and nwp data

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Tanja Winterrath WSN05 - Toulouse 05.09.2005 -1- A new Method for the Nowcasting of Precipitation using Radar and NWP Data Tanja Winterrath [email protected]

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A new Method for the Nowcasting of Precipitation using Radar and NWP Data. Tanja Winterrath [email protected]. Overview. Overview of Radar Nowcasting at DWD Method Clutter Filter Divergence of the Wind Field Examples Summary and Outlook. Information content. - PowerPoint PPT Presentation

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Page 1: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

Tanja WinterrathWSN05 - Toulouse 05.09.2005 -1-

A new Method for the Nowcasting of Precipitation using Radar and NWP Data

Tanja Winterrath

[email protected]

Page 2: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -2- Tanja Winterrath

Overview

Overview of Radar Nowcasting at DWD Method Clutter Filter Divergence of the Wind Field Examples Summary and Outlook

Page 3: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -3- Tanja Winterrath

Forecast lead time

Info

rmat

ion

cont

ent

after Golding (1998)

- Convective: KONRAD = recognition and linear extrapolation of cells (max. +1h)

- Stratiform: Rosenow = pattern recognition and linear extrapolation of image structures (max. +2h)

- Blending of the results

- Latent Heat Nudging in NWP (LMK)

Radar Nowcasting at DWD

Page 4: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -4- Tanja Winterrath

The new Approach... Aim

Extending the forecast beyond 2 hours

Basic Approach Displacement of radar precipitation data with horizontal LM wind fields non-linear and temporally variable displacement of precipitation fields external wind fields in contrast to directly derived displacement vectors

Page 5: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -5- Tanja Winterrath

Input data Radar product

- Germany composite - Precipitation amount, derived with improved Z-R relationship (so-called RZ product)

NWP product - Horizontal wind components taken from LM (Lokalmodell, 7 km) or LM-K (2.8 km)

Page 6: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -6- Tanja Winterrath

Horizontal LM wind field - Choice of a suitable pressure level - Transformation and spatial interpolation onto radar-,grid‘ (1 km x 1 km) - Temporal interpolation in each time step of the advection scheme

Displacement of the precipitation field - 2d Eulerian advection scheme (Bott, 1993) - Time step approx. 30-45 seconds (CFL criterion)

Method

Page 7: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -7- Tanja Winterrath

Problems and Solutions

Numerical diffusion leads to a smoothing of clutter pixels Clutter filter

Unrealistic stretching and compression of precipitation patterns (i.e., creation of new extrema)

Elimination of divergences of the wind field

Page 8: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -8- Tanja Winterrath

Development of a procedure to completely eliminate clutter pixels from input data

Basic approach: - Marking of all pixels, the 31x31- surrounding square of which contains more than 85% of pixels with a value of 1. less than 45% of the value of the centre pixel 2. < 0.01 mm/h. - Replacement of the centre pixel‘s value by 1. the mean of the data pixels within

the surrounding square. 2. zero.

Clutter Filter

Page 9: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -9- Tanja Winterrath

Clutter Filter -

Results

OriginalRadar Data

Radar Data afterClutter Elimination

Page 10: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -10- Tanja Winterrath

Divergence-free Wind Field Minimisation of the functional

Iterative Solution: - Gauß-Seidel - Successive Over-Relaxation (SOR) - Chebyshev Acceleration

dxdyy

v

x

uvvuuvuE

A

202202),,(

(after Sherman, 1978)

Page 11: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -11- Tanja Winterrath

HorizontalLM wind fieldoriginal data

HorizontalLM wind fielddivergence-free

Difference

Shown are the absolute values of the wind velocities;the mean relative change is approx. 10%.

Page 12: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -12- Tanja Winterrath

Example

18.08.04, 500 hPa Start time = 20:00 Hourly successive...

... radar measurements: ... model results:

Page 13: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -13- Tanja Winterrath

1. Row: Measurements; 2. Row: 500 hPa; 3. Row: 700 hPa+1h +2h +3h +4h

+1h, 700 hPa +4h, 700 hPa+2h, 700 hPa +3h, 700 hPa

1 2 3 4

Page 14: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -14- Tanja Winterrath

Summary Aim: Extension of the precipitation nowcast

beyond 2 hours to close the gap between linear extrapolation and model nowcast

Status: - Effective clutter filter realised - Area-preserving advection due to divergence-free wind field ... Work in progress...

Page 15: A new Method for the Nowcasting of Precipitation using Radar and NWP Data

05.09.2005WSN05 - Toulouse -15- Tanja Winterrath

Outlook Validation and Verification Determination of optimal pressure

level(s) for wind field extraction Determination of cross-over times to

linear extrapolation and NWP Introduction into operational process chain

Poster No. 2.39 on display now!