Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds...

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Quality Control Quality Control Problems For VAD Winds Problems For VAD Winds and NEXRAD Level-II and NEXRAD Level-II Winds In the Presence Winds In the Presence of Migrating Birds of Migrating Birds Li Bi 1 , Alan Shapiro 1,2 , Pengfei Zhang 3 and Qin Xu 3 1 School of Meteorology (SOM), University of Oklahoma,Norman,OK 2 Center for Analysis and Prediction of Storms (CAPS), Norman, OK 3 National Severe Storms Laboratory (NSSL), Norman, OK

Transcript of Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds...

Page 1: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Quality Control Problems For Quality Control Problems For VAD Winds and NEXRAD VAD Winds and NEXRAD

Level-II Winds In the Level-II Winds In the Presence of Migrating BirdsPresence of Migrating Birds

Li Bi1, Alan Shapiro1,2, Pengfei Zhang3 and Qin Xu3

1School of Meteorology (SOM), University of Oklahoma,Norman,OK2Center for Analysis and Prediction of Storms (CAPS), Norman, OK

3National Severe Storms Laboratory (NSSL), Norman, OK

Page 2: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

MotivationMotivationVAD began to be assimilated in Eta in 1997

and in Global model in 1998. VAD use stopped in Jan, 1999. After developing qc for VAD, VAD use was resumed on Mar 2000.

VAD winds contain several sources of errors. Birds flag is one significant source of qc error flag.

Want to minimize false alarms in the qc techniques.

Page 3: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Some previous work (radar Some previous work (radar ornithology)ornithology)

Radars can detect birds out to 200km.Peak bird traffic density occur before

midnight.Migratory bird usually fly with a tailwind.Peak reflectivity can reach 15-30dBz.Echo : Solid disk or doughnut.

Page 4: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Data for this projectData for this project

VAD product with qc flag from NCEP (v-wind exceeds forecast v-wind by 8 m/s.

6-sec sounding data from OUN (Norman).Level II WSR-88D radial velocity data from

nearby KTLX. (11.1km east, 14.8 km north of OUN)

Page 5: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Time period analyzedTime period analyzed

4 months of sounding data and radial wind data from 1 Feb 2001 to 31 May 2001.

16 cases of bird flag ( received from NCEP bird flag marked “5” within 15 mins of the twice-daily sounding time)

16 cases unflagged data within two days of a bird flag case.

Page 6: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

MethodMethod

Project the sounding velocity along the balloon trajectory into the direction of the radar beam.

Calculate trajectory:

Trapezoidal rule for the integrals:

dtvyydtuxxt

t balloontt

t

t balloontt 2

112

2

112

,

2

1

2

1

2/)]()([)(,2/)]()([)( 2121

t

t

t

ttvtvdttvtutudttu

Page 7: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Method (continued)Method (continued)

Linearly interpolate the sounding data at the 2 nearest data points in the vertical.

Linearly interpolate the radial velocity data at the nearest 4 radar points to this intersection point.

Page 8: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

A sample balloon trajectoryA sample balloon trajectory

Page 9: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

An example of comparison of An example of comparison of Vr for bird flag casesVr for bird flag cases

Vr, 28 May 2001, 0010 UTC

0

500

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2000

2500

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3500

4000

-30 -20 -10 0 10 20 30

Radial Velocity (m/s)

He

igh

t(m

)

radar

sounding

Page 10: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

An example of comparison of An example of comparison of Vr for no flag casesVr for no flag cases

Vr, 10 May 2001, 0016 UTC

0

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1000

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-30 -20 -10 0 10 20 30

Radial Velocity (m/s)

Hei

gh

t (m

)

radar

sounding

Page 11: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Statistics Results Statistics Results

Rms error (difference between radial component of the sounding velocity and the radial wind)

Rms error over all 16 bird flag cases is 2.69m/s compare with 2.00m/s over all 16 unflagged cases.

Maximum error in the radial wind. 4.37m/s over all 16 bird flag cases compare with 3.75 over all unflagged cases.

Page 12: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

RMS error in VrRMS error in Vr

Page 13: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Maximum error Maximum error

Page 14: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

DiscussionDiscussion

Radar data in bird flag cases did had higher errors than in the unflagged cases (over 20%).

True bird contamination? We inspected the KTLX reflectivity data for

circumstantial evidence of birds (disks or annular rings of high reflectivity).

We checked the second elevation angle (1.450) to minimize ground clutter contamination.

Page 15: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Reflectivity field check for Reflectivity field check for bird-flag cases bird-flag cases

Page 16: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Reflectivity field check for Reflectivity field check for bird-flag cases (continued)bird-flag cases (continued)

Page 17: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Reflectivity field check for no Reflectivity field check for no flag cases (cross-wind)flag cases (cross-wind)

Page 18: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Reflectivity field check for no Reflectivity field check for no flag cases (two-disk)flag cases (two-disk)

Page 19: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

ConclusionConclusion

For the 16 bird-flag cases, 10 cases didn’t have bird reflectivity signatures.

For the 16 unflagged cases, 10 cases didn’t have bird reflectivity signatures.

Results suggest current bird flag may be providing false birds alarms in as many as 50% of the cases.

Of the 16 unflagged cases, only 1 case of bird contamination eluded the qc check.There may have been 3 additional cases where bird were present but flying largely with the wind (not contaminating the data).

Page 20: Quality Control Problems For VAD Winds and NEXRAD Level-II Winds In the Presence of Migrating Birds Li Bi 1, Alan Shapiro 1,2, Pengfei Zhang 3 and Qin.

Questions?Questions?