Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and...

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Applications of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 Monash University, Melbourne R. Hannesen

Transcript of Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and...

Page 1: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

Applications of polarimetric radar data

From ashes and dust to rain and wind

Radar workshop 2015

19+20 November 2015 – Monash University, Melbourne

R. Hannesen

Page 2: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

© 2015 Selex ES GmbH – Company confidential 2

Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 3: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

MULTIPLE MOMENTS; DIFFERENT ECHO TYPES

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Z ZDR LDR

ρHV KDP ΦDP

Page 4: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ECHO CLASSIFICATION – MEMBERSHIP FUNCTIONS

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2D; sharp boundaries 1D; fuzzy logic

Page 5: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ECLASS – HYDROMETEOR CLASSIFICATION

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Page 6: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

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Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 7: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

AQUA-MODIS Image

+ METEOR 500 CDP Reflectivity

AQUA-MODIS Image

BUSHFIRE EXAMPLE

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Santa Fe,

Rio Paraná,

Argentina

30 June 2008,

17:50 UTC

100 km100 km100 km

Page 8: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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100 km

BUSHFIRE EXAMPLE

Z

ZDR ΦDPρHV

Santa Fe,

Rio Paraná,

Argentina

30 June 2008,

16:00 – 19:30 UTC

Page 9: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

PROBABILITY DENSITY FUNCTION PDF

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Z - stddev

Z - average

ZDR - stddev

ZDR - average

Reflectivity Differential Reflectivity

Page 10: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

PROBABILITY DENSITY FUNCTION PDF

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ρHV - stddev

ρHV - average

Differential Phase Shift - stddev

Radial Velocity - stddev

Polarimetric Correlation Coefficient Other

Page 11: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

© 2015 Selex ES GmbH – Company confidential 12

Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 12: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

KUWAIT: DUST STORM

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Z ZDR V

ρHVKDP ΦDP

Page 13: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

KUWAIT: TYPICAL CLEAR AIR DATA

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Z ZDR V

ρHVKDP ΦDP

Page 14: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ECHO TYPE: PDF

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Z - stddev

ZDR - average

W - average

ΦDP - stddev

Page 15: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ECHO CLASSIFICATION

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Dust probability based on:

• Reflectivity (average)

• Reflectivity (stddev)

• Radial velocity (stddev)

• Spectral width (average)

• Spectral width (stddev)

• Differential reflectivity (average)

• Differential reflectivity (stddev)

• Polarimetric correlation (average)

• Polarimetric correlation (stddev)

• Differential phase shift (stddev)

• Height

Sea Clutter probability based on:

• Radial velocity (average)

• Ocean flag

• Elevation angle

Final Classification:

Dust

Dense dust

Other echo

Page 16: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

3D SEGMENTATION AND FURTHER CHECKS

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0.3 deg PPI 1.2 deg PPI

Contour of

3D area

3D area is Dust storm only if:

Volume above minimum threshold

Vertical reflectivity gradient sufficiently negative

Page 17: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

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Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 18: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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EYJAFLALLALÖKULL 2010; BY C-BAND RADAR

C-band radar at Keflavik Airport

operated by Icelandic

Meteorological Office

MAX

VCUT

ETOP

16 k

m

Page 19: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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-20 0 20 40 60 dBZ

dB

3

2

1

0

-1

-2

Reflectivity and Differential Reflectivity

VOLCANIC ASH AND WEATHER ECHOES

Page 20: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

GRIMSVOTN ERUPTION STARTING 2011-05-22

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Radar

altitude 45m

Volcano

altitude 1600m

Dual-Pol scan parameters:

• 14 slices 0.5 to 40.0 deg elevation

• 120 km range, 200 m x 1.0 deg

resolution

• Long pulse, PRF 550 Hz

• 18 deg/sec; sampling 23 pulses;

range sampling 3

50DX Radar operated

by Icelandic

Meteorological Office

Page 21: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

X-BAND DATA OF GRIMSVOTN ERUPTION

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Grimsvotn eruption on 22-May 2011: Ash data (mostly)

MODIS image 13:05 UTC

Page 22: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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X-BAND DATA OF GRIMSVOTN ERUPTION

22-May 2011, 07:12 UTC (4.8 deg PPIs): Ash data (mostly)

Reflectivity

Differential Reflectivity

Specific Diff. Phase

Correlation Coefficient

Page 23: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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X-BAND DATA OF GRIMSVOTN ERUPTION

MODIS image 14:00 UTC

Grimsvotn eruption on 23-May 2011: Ash and Precipitation

Page 24: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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X-BAND DATA OF GRIMSVOTN ERUPTION

23-May 2011, 13:24 UTC (2.9 deg PPIs): Ash and Precipitation

Reflectivity

Differential Reflectivity

Specific Diff. Phase

Correlation Coefficient

Page 25: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

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X-BAND DATA OF GRIMSVOTN ERUPTION

Reflectivity and Differential ReflectivitydB

3

2

1

0

-1

-2

Simulation

Observation (PDF)

2011-05-22

05:00 - 07:45 UTC

-20 0 20 40 60 dBZ

Probability

(scaled to peak)

1.0

0.5

0.3

0.1

0.01

0

Page 26: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

VOLCANIC ASH CLASSIFICATION

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Grimsvotn summary:

Volcanic eruption is detected, classified and quantified

Polarimetric data fit partially to simulation results

Polarimetric data of volcanic ash similar to precip data

Automatic detection (precip-ash-separation) still difficult

Quantification somewhat questionable

Distant volcanic ash too weak for radar observation, but hazardous to air traffic

Page 27: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

© 2015 Selex ES GmbH – Company confidential 30

Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 28: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

RADAR+LIDAR LLWAS SYSTEMS - FRA, MUC

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X-Band Polarimetric Radar

3D scanning

IR Doppler Lidar

3D scanning

Radar+Lidar scans: 3D-scan @ 5 mins interval + 3deg PPI @ 1 min interval

Page 29: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

PRECIPITATION: PERFECT MATCHING

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Radar Lidar

3 deg PPI radial velocity, Frankfurt , 2013-07-07 23:00 UTC

Page 30: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

INSECTS: SOMETIMES MATCHING …

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Radar Lidar

8 deg PPI radial velocity, Frankfurt, 2014-03-20 12:23 UTC

Page 31: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

Radar

… AND SOMETIMES NOT

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Lidar

8 deg PPI radial velocity, Munich, 2013-07-25 12:20 UTC

Page 32: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

RADAR DATA PROCESSING

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Original Data ECLASS Keep Meteo only

Radial Velocity Radial Velocity

• Keep Insects only .

For ATC

For this study

Page 33: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

INSECTS: RADAR-LIDAR SEASONAL DIFFERENCE

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Bias RMSE

May 0.52 1.19

Jun 1.34 2.1

Jul 1.47 1.97

Aug 1.56 1.88

Sep 0.79 1.47

Oct 1.4 1.57

Mar 1.33 1.8

VVP vector difference (second-lowest 500 m average), Munich, May 2013 – March 2014

For comparison:

Rain cases only

Page 34: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

RADAR DUAL-POL DATA AND INSECT MIGRATION

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Matching

case

Frankfurt,

2014-03-20,

12:23 UTC

Rather

homogeneous

Reflectivity ZDR

FDPrHV

Page 35: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

RADAR DUAL-POL DATA AND INSECT MIGRATION

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Not matching

case

Munich,

2013-07-25,

12:23 UTC

Bi-modal

azimuthal

patterns

Reflectivity ZDR

FDPrHV

Page 36: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

CONCEPTUAL INSECT MODEL

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Insect from front or rear from side higher Z, ZDR from top

Munich, 2013-07-25 12:23 UTC

ZDR, 8 deg PPI

VVP vector Lidar

Page 37: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

INSECTS: SUMMARY

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Radar and Lidar measure same VVP winds in case of precipitation

both are excellent wind profiling tools then

In case of insects, radar derived VVP winds can differ by several m/s

radiosonde and AMDAR data confirm Lidar VVPs then

Insects: differences depend on season and on time of day

Bi-modal azimuthal ZDR patterns in case of significant VVP vector differences

Magnitude and direction of ZDR patterns correlate quite well with VVP vector

difference

dual-polarization radar to identify migrating insect cases

Page 38: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

© 2015 Selex ES GmbH – Company confidential 41

Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 39: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

POLARIMETRIC PARAMETERS AND RAIN

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Few small drops

Many small drops

Few large drops

Z

small

large

large

ZDR

0

0

> 0

Rain rate

weak

high

moderate

Differential Reflectivity can improve Z-R relations

but ZDR needs to be measured with very high accuracy then

Specific differential phase shift KDP is un-biased from attenuation; and KDP-R

relations depend less from DSD than Z-R relations do

sophisticated ΦDP processing necessary; works not good in weak rain

Page 40: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

DPSRI – DUAL-POLARIZATION RAINFALL INTENSITY

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S-band: NEXRAD algorithm

Page 41: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

DPSRI – DUAL-POLARIZATION RAINFALL INTENSITY

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C-band and X-band:

C-band

X-band

Page 42: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

DPSRI – DUAL-POLARIZATION RAINFALL INTENSITY

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C-band rainfall intensity example

DPSRI Z-R relation only

Page 43: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

© 2015 Selex ES GmbH – Company confidential 46

S-band 6hr accumulation (Singapore, 25th July 2010)

Dual-Pol Z-R relation only

DUAL-POL RAINFALL ESTIMATION

adjusted to gauges

Page 44: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ORGANISATION

© 2015 Selex ES GmbH – Company confidential 47

Echo classification

Bush-fire observations

Dust storm observations

Volcanic ash detection

Insects observation

Rainfall and QPE

Integrated wind shear retrieval

Page 45: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

ROSHEAR – RUNWAY-ORIENTED SHEAR

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The smaller the

angle difference |α-

β|, the better

ICAO DOC 9817:

Gain = increasing

headwind or

decreasing tailwind

Loss = decreasing

headwind or

increasing tailwind

Wind shear = loss

or gain above 15 Kt

Severe wind shear

= gain above 30 Kt

Microburst = loss

above 30 Kt

Page 46: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

© 2015 Selex ES GmbH – Company confidential 49

ROSHEAR – RUNWAY-ORIENTED SHEAR

X-band Radar

Frankfurt,

6th Aug 2013,

14:06 UTCradial velocity

Page 47: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

RADAR-LIDAR COMBINATION EXAMPLES

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Radar

After ECLASS: MET echoes onlyLidar

Frankfurt, Thunderstorm 6th Aug 2013

3 deg PPI radial valocity plus runway-oriented shear

Page 48: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

RadarLidarCombined

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RADAR-LIDAR COMBINATION EXAMPLES

Munich:

Showers on

8th Apr 2014

Vertical wind

profiles

3:00 hrs

30 x

100 F

t

1 k

m

Page 49: Applications of polarimetric radar data From ashes … of polarimetric radar data From ashes and dust to rain and wind Radar workshop 2015 19+20 November 2015 –Monash University,

Selex ES GmbH

Raiffeisenstrasse 10

41470 Neuss, Germany

Tel: +49 (0) 2137 782-0 www.selex-es.de

Dr. Ronald Hannesen

[email protected]

Thank you !