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The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
1. introduction
2. products of the DWD radar network
3. tornado detection by automatic algorithms
4. GuST - an automatic guidance prototype
5. the future of nowcasting severe weather
0
OVERVIEW
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
comparison radar -> satellite
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
comparison radar -> satellite
+ better resolution (in time and space)
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
comparison radar -> satellite
+ better resolution (in time and space)+ more information about storm structures
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
comparison radar -> satellite
+ better resolution (in time and space)+ more information about storm structures
comparison radar -> conventional ground observations
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
comparison radar -> satellite
+ better resolution (in time and space)+ more information about storm structures
comparison radar -> conventional ground observations
+ better coverage (in time and space)
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
comparison radar -> satellite
+ better resolution (in time and space)+ more information about storm structures
comparison radar -> conventional ground observations
+ better coverage (in time and space)- less information about storm threads
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
today, Doppler radar is by far the most efficient andhighest resolution data source for thunderstorm andtornado nowcasting
1
INTRODUCTION
IT IS (ALMOST) NOT POSSIBLE TO SEE A TORNADODIRECTLY IN CONVENTIONAL DOPPLER RADAR DATA!
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
the DWD Doppler radar network
-> 16 stations
-> full coverage withina 125 km radius
-> all of them havedoppler functionality
-> resolution up to 1 kmand 5 minutes
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
reflectivity composite
June 23rd 20051645 UTC
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
standard products
• low-res reflectivity (~250 km radius ,6 classes)
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
standard products
• low-res reflectivity (~250 km radius ,6 reflect. classes)
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
standard products
• low-res reflectivity (~250 km radius ,6 classes)
• high-res reflectivity (~125 km radius, 16 classes)- characteristic cell structures- hook echoes
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
radar signatures in tornadic environments
• high-res reflectivity- hook echo
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
radar signatures in tornadic environments
• high-res reflectivity- hook echo
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
standard products
• low-res reflectivity (~250 km radius ,6 classes)
• high-res reflectivity (~125 km radius, 16 classes)- characteristic cell structures- hook echoes
• high-res Doppler velocity (~125 km radius)- mesocyclones, TVS- bow echoes
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
radar signatures in tornadic environments
• Doppler velocity mesocyclone
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
radar signatures in tornadic environments
• Doppler velocity mesocyclone
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
radar signatures in tornadic environments
• Doppler velocity bow echo
2
PRODUCTS
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Automatic detection and nowcasting of radar signatures
• goals
- maximizing POD while minimizing FAR
- minimizing RMSE of the output
3
DETECTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Automatic detection and nowcasting of radar signatures
• predefined set of rules and thresholds- thresholds/assumptions may be suboptimal/incorrect
3
DETECTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Automatic detection and nowcasting of radar signatures
• predefined set of rules and thresholds- thresholds/assumptions may be suboptimal/incorrect
• discriminant analysis- assumption: distributions are Gaussian
3
DETECTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Automatic detection and nowcasting of radar signatures
• predefined set of rules and thresholds- thresholds/assumptions may be suboptimal/incorrect
• discriminant analysis- assumption: distributions are Gaussian
• multiple linear regression- assumption: relations are linear+ physical understandable and configurable transformations of predictors
3
DETECTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Automatic detection and nowcasting of radar signatures
• predefined set of rules and thresholds- thresholds/assumptions may be suboptimal/incorrect
• discriminant analysis- assumption: distributions are Gaussian
• multiple linear regression- assumption: relations are linear+ physical understandable and configurable transformations of predictors
• polynomial regression- assumption: relations are polynomial
3
DETECTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Automatic detection and nowcasting of radar signatures
• predefined set of rules and thresholds- thresholds/assumptions may be suboptimal/incorrect
• discriminant analysis- assumption: distributions are Gaussian
• multiple linear regression- assumption: relations are linear+ physical understandable and configurable transformations of predictors
• polynomial regression- assumption: relations are polynomial
• neural networks+ detects patterns out of “noisy” data- qualitative physical understanding is difficult
3
DETECTION
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• intentions:
- integrating as much data sources as possible
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• intentions:
- integrating as much data sources as possible
- calculation of forecasts by MLR approach
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• intentions:
- integrating as much data sources as possible
- calculation of forecasts by MLR approach
- providing guidance information about current cells
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• intentions:
- integrating as much data sources as possible
- calculation of forecasts by MLR approach
- providing guidance information about current cells
- creating unique warnings and advisories for all counties and locations
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• system structure
4
GUIDANCE
OBSRAD/LIGHT NWPDET
pd
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• predictands:
- cell forecast motion vectors up to 2 hours
- hail size
- precipitation amount
- wind gusts
- lightning frequency
- possibility of rotation/tornado embedded in the storm
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• system structure
4
GUIDANCE
OBSRAD/LIGHT NWPDET
pd
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• input:- radar and lightning data- CONRAD cell detection- CONRAD hail categories, shear detection- NWP data (GME)- spotter network observations
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• input:- radar and lightning data- CONRAD cell detection- CONRAD hail categories, shear detection- NWP data (GME)- spotter network observations
• derived predictors:- up to 10 past motion vectors- hail size- rain rate, wind gusts- lightning frequency- fields of numerical model- some others
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• system structure
4
GUIDANCE
OBSRAD/LIGHT NWPDET
pd
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• system structure
4
GUIDANCE
OBSRAD/LIGHT NWPDET
pd MLR cof
(HIST)
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• system structure
4
GUIDANCE
OBSRAD/LIGHT NWPDET
pd MLR cof OPER fc
(OPER)(HIST)
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• system structure
4
GUIDANCE
OBSRAD/LIGHT NWPDET
pd MLR cof OPER fc
POST-PROC
Products,Displays,Warnings
(OPER)(HIST)
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance System for Severe Thunderstorms - a prototype
• output:
- guidance text for every current (detected) cell
- unique warning texts for more than 80.000 counties and locations including predictands and arrival times
- graphical displays
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance Systemfor SevereThunderstorms
guidance displayof the tornadicthunderstormproducing theMichelnF3-tornado
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Guidance Systemfor SevereThunderstorms
guidance displayof the tornadicthunderstormproducing theMichelnF3-tornado
4
GUIDANCE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
4
GUIDANCE
*******************************************************************************SEVERE THUNDERSTORM CELL INFORMATIONISSUED at 16.45 UTC 23.06.2004ID 200406231645 14 51.8567 11.8965NEAREST RADAR STATION umd*******************************************************************************
VALID immediately
A severe thunderstorm has been detected in countyKöthen...
...near Rajoch or about 11 km W of Aken or about 24 km W of Dessau...moving to the NE with 30 km/h
This severe thunderstorm is capable of producing...HEAVY PRECIPITATION OF ABOUT 30 L/QM WITHIN SHORT TIME...LARGE HAIL OF ABOUT 3 CM IN DIAMETER...STRONG GUSTS OF ABOUT 100 KM/H...SIGNIFICANT LIGHTNING
***STRONG ROTATION IS OBSERVED WITH THIS STORM***
The following counties may be affected with this storm within two hours:Schönebeck at 17.10 UTC with PROB 75Jerichower Land at 16.45 UTC with PROB 95Anhalt-Zerbst at 17.10 UTC with PROB 50
And the following locations may be affected within one hour:Barby at 17.00 UTC with PROB 85Zerbst at 17.10 UTC with PROB 60Genthin at 18.25 UTC with PROB 60*******************************************************************************
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
The future of radar nowcasting tornadoes in Germany
• further improvement of the radar network andthe related products
- 5-minute update cycle- 1km resolution or using polar coordinates
5
FUTURE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
The future of radar nowcasting tornadoes in Germany
• further improvement of the radar network andthe related products
- 5-minute update cycle- 1km resolution or using polar coordinates
• using automatic algorithms for tornado detectionand tracking as guidance
- NinJo, CONRAD, GuST
5
FUTURE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
The future of radar nowcasting tornadoes in Germany
• further improvement of the radar network andthe related products
- 5-minute update cycle- 1km resolution or using polar coordinates
• using automatic algorithms for tornado detectionand tracking as guidance
- NinJo, CONRAD
• integration of spotter network data andstorm chaser sightings in those guidancesystems
5
FUTURE
The use of Doppler radar products for nowcasting tornadoesDWD workshop on tornado forecasting, February 24th 2005, Langen
Thank you very much for your attention!
5
FUTURE