jeffrey g. cunningham, w. david zittel, robert r. lee, and ......1. the light precipitation method...

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Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and Richard L. Ice Radar Operations Center, Norman, OK Nicole P. Hoban University of Missouri, Columbia, Missouri AMS 36 th Conference on Radar Meteorology September 16-20, 2013 Breckenridge, Colorado 9B.5

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Page 1: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and Richard L. IceRadar Operations Center, Norman, OK

Nicole P. HobanUniversity of Missouri, Columbia, Missouri

AMS 36th Conference on Radar Meteorology September 16-20, 2013Breckenridge, Colorado

9B.5

Page 2: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

2

Improve performance of dual polarization quantitative precipitation estimates (QPE) by

reducing absolute systematic ZDR bias

9B Polarimetric Radar ‐ Data Quality / Calibration

Note: Absolute ZDR bias of 0.1 to 0.2 dB produces a 10 - 30% QPE error!

Page 3: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 3

1. Develop automated observational methods that evaluate the performance of the current WSR-88D system ZDR calibration method

2. Present fleet-wide statistics from the observational methods

3. Combine these methods to isolate & correct sources of biases

Page 4: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Light Precipitation

9B Polarimetric Radar ‐ Data Quality / Calibration 4

Data collected on targets with intrinsic ZDR = 0

Stratiform

*After correction applied (developed by A. Ryzhkov)

ZDR* = 0 dB

Boundary LayerDiscontinuity

Moist

ZDR = 0 dB

Dry

Bragg scatter

Page 5: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 5

Page 6: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Light Precipitation

9B Polarimetric Radar ‐ Data Quality / Calibration 6

Data collected on targets with intrinsic ZDR = 0

Stratiform

*After correction applied (developed by A. Ryzhkov)

ZDR* = 0 dB

Boundary LayerDiscontinuity

Moist

ZDR = 0 dB

Dry

Bragg scatter

Page 7: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 7

Convective

CaribouKCBW3 Aug ‘1319:22 Z

ZDR

ZDR

Stratiform

CaribouKCBW10 Aug ‘1304:30 Z

Reflectivity

Reflectivity

Page 8: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 8

Convective

CaribouKCBW3 Aug ‘1319:22 Z

ZDR

ZDR

Stratiform

CaribouKCBW10 Aug ‘1304:30 Z

Reflectivity

Reflectivity

Page 9: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 9

Caribou, ME (KCBW)Z D

R(d

B)

Month/Day

Systematic ZDR Bias

Light Precip (Conv)Light Precip (Strat)

Page 10: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 10

Antenna bias changedmanually based on calibration guidance

Antenna bias resetto previous value

Month/Day

Systematic ZDR Bias

Light Precip (Conv or Strat)

Z DR

(dB

)

Boston, MA (KBOX)

Page 11: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 11

82 Sites 100 Sites

116 Sites 129 Sites

Page 12: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 12

Page 13: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Light Precipitation

9B Polarimetric Radar ‐ Data Quality / Calibration 13

Data collected on targets with intrinsic ZDR = 0

Stratiform

*After correction applied (developed by A. Ryzhkov)

ZDR* = 0 dB

Boundary LayerDiscontinuity

Moist

ZDR = 0 dB

Dry

Bragg scatter

Page 14: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 14

Reflectivity< 10 dBZ

DifferentialReflectivity≅ 0 dB

DifferentialPhase≅ Initial

systemΦDP ≅25°

CorrelationCoefficient> 0.98

Rings at ~15 and 25 km

Page 15: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 15

Little Rock, AR (KLZK)15-16 UTC 22 May 2013

Median = 0.94, Mode = 0.75

ZDR (dB)

Bin

Cou

nt

Difference from 0 issystematic ZDR bias

Page 16: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Month/Day

Z DR

(dB

)

9B Polarimetric Radar ‐ Data Quality / Calibration 16

Systematic ZDR Bias

Light Precip (Conv)Light Precip (Strat) Bragg Scatter

Little Rock, AR (KLZK)

Page 17: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 17

Raleigh, NC (KRAX) 16-17 UTC 25 May 2013

Median = -0.50, Mode = -0.50

ZDR (dB)

Bin

Cou

nt

Page 18: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 18

Month/Day

Z DR

(dB

)Raleigh, NC (KRAX)

Systematic ZDR Bias

Light Precip (Conv)Light Precip (Strat) Bragg Scatter

Dual polarization components replaced& full calibration done

Page 19: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 19

Systematic ZDR Bias

Light Precip (Conv)Light Precip (Strat) Bragg Scatter

Z DR

(dB

)

Month/Day

Caribou, ME (KCBW)

Page 20: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a ZDR bias within ±0.2 dB for April-July 2013

2. The Bragg scatter method is a viable alternative to the light precipitation method

3. The light precipitation or Bragg scatter method, when combined with the sunspike method (not shown but described in paper) and data logs, can isolate component problems

9B Polarimetric Radar ‐ Data Quality / Calibration 20

Page 21: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

1. Reduce the variance of ZDR biases across the WSR-88D fleet

a) Maintenance procedures (barn door vs. mouse hole)b) Hardware limitations (connectors, antenna positional

accuracy)

2. Refine observational methodsa) We know our methods do not provide estimates

within 0.1 dB reliablyb) Many observations required to establish biasc) Large changes to bias seen quickly; trends require

many observations to discern3. Geographical / climatological limitations

9B Polarimetric Radar ‐ Data Quality / Calibration 21

Page 22: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 22

Page 23: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 23

Page 24: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

∆ Receive Path BiasTransmit Path Bias ∆

Methods for estimating

ZDR Calibration Equations

Current engineering method (∆ • Ideally ∆ ∆

Observational (volume scans) • Light Precipitation (∆• Bragg scatter (∆ )

Estimating Sunspikes

• Δ Δ

Total Systematic ZDR Bias

9B Polarimetric Radar ‐ Data Quality / Calibration 24

Page 25: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 25

Parameter FilterVCP 11, 12, 121, 211, 212, 221, 31, 32Elevations > 1.0°Range > 20 kmReflectivity 19.0 to 30.5 dBZ, 2 dB StepsCorrelation Coefficient CC > 0.98Melting Layer 1 km below ML HeightSignal-to-Noise Ratio S/N > 20 dB

Adjusted Median ZDR > 200 bins / step٭

Average ZDR Adjusted Median per category

Volumes Averaged 12

Z (dBZ) 20 22 24 26 28 30

ZDR (dB) 0.23 0.27 0.32 0.38 0.46 0.55

٭

Page 26: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Parameter FilterBig Drop Contamination Test < 40 bins with 40 dBZ or higher

above melting levelStratiform Test

Weak Reflectivity 10 to 30 dBZStrong Reflectivity > 30 dBZSignal-to-Noise Ratio > 20 dBRatio weak to total reflectivity bins (x100)

80%

Duration per Plotted Point Median over 3 hrs

9B Polarimetric Radar ‐ Data Quality / Calibration 26

Page 27: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 27

Parameter FilterVCP 21,32Elevations 2.5° & above (batch modes) Range 10 to 100 kmReflectivity -32 < Z < 10 dBZCorrelation Coefficient 0.98 < CC < 1.05Velocity V < -2 or V > 2 m s-1

Spectrum Width W > 0 m s-1

Signal-to-Noise Ratio 0 < S/N < 15 dB

Differential Phase 25° < Φdp < 35°1 Hour Histogram ≥ 35,000 bins

Yule-Kendall IndexSymmetry Test

≤ 0.1

Page 28: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Zdrtrue = 0 dB

Using Sunspikes in Level II Datato Monitor Zdr Bias

Assumption:  Sun is unpolarized

Receiver and Antenna (Ant) Bias OnlyNo Transmit Path (Tx)

0

28

Page 29: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 29

Differential Phase (deg)Random values 0-360 deg

Differential Reflectivity (dB)± 2 dB about central value

Correlation Coefficient (/100)< 0.30

Reflectivity (dBZ)-32 to 25 dBZ S/N 10 to 15 dB

Page 30: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 30

Parameter Filter

VCP 31,32

Elevations 1.5°, 2.5° (surveillance cut)

Range 20 to 460 km

Signal-to-noise Ratio > 10 dB & < 15 dB

Bin Count > 1000

Volume Scans 3 closest to target elevations morning & evening

Radial Best positional match

Page 31: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 31

∗ Δ Δ○ ∆∆ ≅ ∆

Sunspike ZDR Median

= -0.024

Page 32: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 32

ZDR (dB)

Sunspike ZDR Median

= -0.024

Page 33: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 33

Page 34: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 34

Page 35: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 35

Page 36: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

9B Polarimetric Radar ‐ Data Quality / Calibration 36

Page 37: Jeffrey G. Cunningham, W. David Zittel, Robert R. Lee, and ......1. The light precipitation method indicates that 56-59% of cases (54-58% of sites) have a Z DR bias within ±0.2 dB

Total System Bias = Rx Path Bias + Tx Path Bias

Contributions to System ZDR Bias

∆Rx = rxbias + antbias (Rx Path Bias)

∆Tx = txbias + antbias (Tx Path Bias)

Hardware Method

Component in the system ZDR offset

Parameter How it is measured

RCB

Hpow, Vpow Routine receive measurements using CW calibrated signals

R293, R294 Factory measuredR297 Cross-and-straight measurements

TXB

Hps, Vps Routine power sense measurementsR295, R296 Factory measuredR298 Cross-and-straight measurements

SMB Psh, Psv Suncheck measurementsRCB See the first table entry

Melnikov and Zrnic (2013 MOU Report)

(antbias)

37

(rxbias)

(txbias)