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 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
Motivation VAD began to be assimilated in Eta in 1997 and in Global model in VAD use stopped in Jan, After developing qc for VAD, VAD use was resumed on Mar 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.
Some previous work (radar 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.
Data 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)
Time period analyzed 4 months of sounding data and radial wind data from 1 Feb 2001 to 31 May 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.
Method Project the sounding velocity along the balloon trajectory into the direction of the radar beam. Calculate trajectory: Trapezoidal rule for the integrals:
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.
A sample balloon trajectory
An example of comparison of Vr for bird flag cases
An example of comparison of Vr for no flag cases
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.
RMS error in Vr
Maximum error
Discussion 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 ( ) to minimize ground clutter contamination.
Reflectivity field check for bird-flag cases
Reflectivity field check for bird- flag cases (continued)
Reflectivity field check for no flag cases (cross-wind)
Reflectivity field check for no flag cases (two-disk)
Conclusion 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).
Questions?