measuring snowfall with a low-power k-band radar (micro ...measuring snowfall with a low-power...

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Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for Geophysics and Meteorology Maximilian Maahn, [email protected] Maximilian Maahn P. Kollias, S. Kneifel, I. Gorodetskaya, G. Peters, C. Simmer 27/06/12 ERAD 2012, Toulouse 1

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Page 1: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Measuring Snowfall with a Low-Power K- Band Radar (Micro Rain Radar) in Polar Regions

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

Maximilian MaahnP. Kollias, S. Kneifel, I. Gorodetskaya, G. Peters, C. Simmer

27/06/12

ERAD 2012, Toulouse

1

Page 2: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Micro Rain Radar (MRR)

• Vertically pointing• 24 GHz (12.4 mm)• 30 range gates• 30...200 m vertical

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected] University of Cologne

• 30...200 m vertical resolution

• FM-CW• 50 mW, 25 W, 20 kg

• Developed for rain2

27/06/12

ERAD 2012, Toulouse

Page 3: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Can we use MRRs for snowfall?

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected] University of Cologne

3

27/06/12

ERAD 2012, Toulouse

Page 4: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Get Ze from MRR data

Good performance > 3 dBz

Must not be used for snow, because Z is derived from DSD assuming only rain

Integrated Spectra (Z, W…)

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

4

ERAD 2012, Toulouse

Good performance > 3 dBz Incomplete noise removal disturbs smaller reflectivities. Correction of aliasing effects needed (Kneifel et al.,2011)

Gives best results for snow with proposed routine→ Sensitivity ~ -5 dBz

Raw Doppler Spectra

Noise & Height corrected Doppler Spectra

Page 5: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

New routine based on Raw Doppler Spectra

1. Determine the most significant peak including its borders (modified Hildebrand and Sekhon, 1974)

2. Define remaining spectrum as noise and remove noise from peak

19/0

1/20

12, 2

3:12

Standard scheme New scheme

Hei

ght [

m]

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

5

27/06/12

ERAD 2012, Toulouse

remove noise from peak3. Dealiase the spectrum,

because Nyquist range is small (using Ze - v relation by Atlas et al., 1973)

4. Calculate Z e, SNR, W

� Independent on type of hydrometeor!

Doppler velocity [m/s]

Hei

ght [

m]

New MRR routine is available as open source at http://gop.meteo.uni-koeln.de/software/

Page 6: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Comparison with Cloud Radar

• Reference: MIRA35 35.2 GHz cloud radar

• Collocated measurements January-April 2012

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

April 2012 • at UFS

Schneefernerhaus(German Alps, 2650m)

• ∆t = 60s

6

27/06/12

ERAD 2012, Toulouse

Page 7: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

MIRA vs. MRR: Z eStandard Product Proposed Routine

Offset due to different Frequencies

MR

R Z

e [d

Bz]

MR

R Z

[dB

z]

high spread

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

7

27/06/12

ERAD 2012, Toulouse

MIRA 35 Ze [dBz]MIRA 35 Ze [dBz]Incomplete noise removal

MR

R Z

e [d

Bz]

MR

R Z

[dB

z]

Page 8: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

MIRA vs. MRR: Frequency by altitude

MIRA35 MRR (new routine)

Hei

ght [

m]

Hei

ght [

m]

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

Ze [dBz]

-5 dBz � 0.01 - 0.1 mm/h

Ze [dBz]

8

27/06/12

ERAD 2012, Toulouse

Hei

ght [

m]

Hei

ght [

m]

Page 9: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

MIRA vs MRR: WStandard Product Proposed Routine

Noise

MR

R W

[m/s

]

MR

R W

[m/s

]

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

9

27/06/12

ERAD 2012, Toulouse

MIRA35 W [m/s] MIRA35 W [m/s]

MR

R W

[m/s

]

MR

R W

[m/s

]

Page 10: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Outlook: Application to MRR measurements

• Ny-Ålesund (79 °°°°N): winter 2010/11

• Longyearbyen, (78 °°°°N): winter 2010/11

• Princess Elisabeth station (72 °°°°S): summer seasons 2010,11 and 12

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

2010,11 and 12

27/06/12

10

ERAD 2012, Toulouse

(NASA)

Page 11: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Frequency by altitude diagrams

Ze [dBz]

Hei

ght [

m]

Spitsbergen

Antarctica

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

11

ERAD 2012, Toulouse

Ze [dBz] Ze [dBz]

Hei

ght [

m]

Hei

ght [

m]

Page 12: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Conclusion

1) MRR standard products highly biased for snow.

2) But, snow can be observed (> -5 dBz) if the new scheme is used.

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

if the new scheme is used.3) MRR has potential for snowfall

climatologies

12

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ERAD 2012, Toulouse

Page 13: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Thank you for your attention

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

Thanks to ERAD for covering travel expenses!

Maahn and Kollias (2012): Improved Micro Rain Radar Snow Measurements Using Doppler Spectra Post-Processing, submitted to AMT

New MRR routine is available at http://gop.meteo.un i-koeln.de/software/

27/06/12

13

ERAD 2012, Toulouse

Page 14: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

14

ERAD 2012, Toulouse

Page 15: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Back-up slides

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

15

ERAD 2012, Toulouse

Page 16: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Comparison of sigma

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

16

ERAD 2012, Toulouse

Page 17: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Comparison with Cloud Radar

• Reference: MIRA35 35.2 GHz cloud radar

• January-April 2012 at UFS Schneefernerhaus

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

Schneefernerhaus (German Alps)

• >15% of data had to be discarded because of attenuation due to wet snow on dish

17

27/06/12

ERAD 2012, Toulouse

Page 18: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Metek's (indirect) approach for Z

Recorded Doppler Power Spectrum Z ~ D6, R ~ D3

P v( ) → P D( ) →N D( ) → Z, R

Assume Doppler velocity = fall velocity

Convert to DSD using Mie Theory

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

• Works good for rain! Easy to compare with Z from C-band radar, Parsivel etc.

18

27/06/12

ERAD 2012, Toulouse

Assume Doppler velocity = fall velocityand convert to drop size usingAtlas et al. (1973)

Page 19: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Why does it not work for snow?Size – fall velocity different for snow and has much higher uncertainty

Z ~ D6, R ~ D3

not feasible for snow

P v( ) → P D( ) →N D( ) → Z, R

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

�Z, R are biased for snow!�Instead: calculate Z e from Doppler

spectrum P(v)

Backscattering cross section differentfor snow and depends heavily on particle type

19

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ERAD 2012, Toulouse

Page 20: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Doppler Spectrum cannot be used19

/01/

2012

, 23:

12

Noise is not properly removed from the spectra

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

Sensitivity is lost due to contamination with noise

Aliasing due to limited unambiguous Doppler range

Z [dBz]

20

27/06/12

ERAD 2012, Toulouse

Page 21: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Flow chart diagram

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

21

ERAD 2012, Toulouse

Page 22: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Get Zere

flect

ivity

[dB

]

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

05/07/12

22

IRTG first year evaluation

V [m/s]

Spe

ctra

lref

lect

ivity

Page 23: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Get Zere

flect

ivity

[dB

]

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

05/07/12

23

IRTG first year evaluation

V [m/s]

Spe

ctra

lref

lect

ivity

Ze

Page 24: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Get Zere

flect

ivity

[dB

]

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

05/07/12

24

IRTG first year evaluation

V [m/s]

Spe

ctra

lref

lect

ivity

Ze

noise noise

Page 25: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Remove clutter

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

05/07/12

25

IRTG first year evaluation

Page 26: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Resulting Spectra

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

05/07/12

26

IRTG first year evaluation

Aliasing

Page 27: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Aliasing

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

27

ERAD 2012, Toulouse

Page 28: Measuring Snowfall with a Low-Power K-Band Radar (Micro ...Measuring Snowfall with a Low-Power K-Band Radar (Micro Rain Radar) in Polar Regions University of Cologne Institute for

Virga

University of Cologne

Institute for Geophysics and Meteorology

Maximilian Maahn, [email protected]

27/06/12

28

ERAD 2012, Toulouse