Improving runoff prediction through the assimilation of the ASCAT ...
EVALUATIONS OF WIND VECTORS OBSERVED BY ASCAT USING STATISTICAL DISTRIBUTIONS
Transcript of EVALUATIONS OF WIND VECTORS OBSERVED BY ASCAT USING STATISTICAL DISTRIBUTIONS
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Evaluation of Wind Vectors observed by Evaluation of Wind Vectors observed by ASCAT using Statistical DistributionsASCAT using Statistical Distributions
Naoto EBUCHIInstitute of Low Temperature Science, Hokkaido University
MetOp-A
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OutlineOutline
• Comparison of ASCAT wind vectors with data from ocean buoys
• Assessment of statistical distributions of ASCAT wind speeds and directions – Global wind speed histograms– Directional distributions relative to antenna beams
• Applications to Oceansat-II scatterometer
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Monthly Report on Buoy Comparison Monthly Report on Buoy Comparison by KNMIby KNMI
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Buoy Data for Comparison with ASCATBuoy Data for Comparison with ASCAT
• Data Period- From 20 Nov. 2008 to 31 Dec. 2010
• Collocation- ∆r < 12.5 km, ∆t<10 min.
• Height and Stability Collections- Liu and Tang (1996) Code- 10-m height Neutral Equivalent Wind
NDBCNDBC
TAO
PIRATA
KEO
RAMA WHOI
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Comparison of ASCAT Winds with Buoy DataComparison of ASCAT Winds with Buoy Data
# Bias RMS CorrelationWind Speed (m/s) 27,247 -0.15 1.42 0.885Wind Direction (deg.)
U > 0 m/s 26,976 3.0 26.2 0.957 U > 3 m/s 23,750 2.7 17.4 0.979 U > 5 m/s 18,672 2.7 14.1 0.985
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Calculation of Global Statistics of Calculation of Global Statistics of ASCAT Wind Speeds and DirectionsASCAT Wind Speeds and Directions
• ASCAT 25 km Swath Products (L2)• 1 Jan. 2010 – 31 Dec. 2010 (1 year)• Global ocean, 60oS – 60oN• Collocated ECMWF winds (Non-EN wind)• 156 million data points
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ASCAT Global Wind Speed HistogramsASCAT Global Wind Speed Histograms
Period: 1 Jan. 2010 – 31 Dec. 2010 (1 year)Area: global ocean, 60oS – 60oNBin size: 1 m/s
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ECMWF Wind Speed HistogramsECMWF Wind Speed Histograms
Collocated with ASCAT observations
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Statistics of ASCAT Wind Speed DistributionStatistics of ASCAT Wind Speed Distribution
ASCAT
NWP
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Statistics of ASCAT Wind Speed DistributionStatistics of ASCAT Wind Speed Distribution
ASCAT
NWP
12.5 kmProduct
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ASCAT Wind Direction HistogramsASCAT Wind Direction Histograms
Left Swath, Wind Speed Range: 7-9 m/s, Descending Paths
WVC# 1-3 WVC# 4-6 WVC# 7-9 WVC# 10-12
WVC# 13-15 WVC# 16-18 WVC# 19-21
ECMWFASCAT
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Normalized ASCAT Wind Direction HistogramsNormalized ASCAT Wind Direction HistogramsWVC# 1-3 WVC# 4-6 WVC# 7-9 WVC# 10-12
WVC# 13-15 WVC# 16-18 WVC# 19-21
DescendingAscending
Normalized (ASCAT/NWP), Left Swath, Wind Speed Range: 7-9 m/s
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Wind Speed Dependence of Normalized Wind Direction Wind Speed Dependence of Normalized Wind Direction Histograms (Outer Cells)Histograms (Outer Cells)
Normalized (ASCAT/NWP), WVC#: 1-3 (Left Outer Swath)
DescendingAscending
3-5 m/s 5-7 m/s 7-9 m/s
9-11 m/s 11-13 m/s 13-15 m/s
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Wind Speed Dependence of Normalized Wind Direction Wind Speed Dependence of Normalized Wind Direction Histograms (Mid Cells)Histograms (Mid Cells)
Normalized (ASCAT/NWP), WVC#: 10-12 (Left Mid Swath)
DescendingAscending
3-5 m/s 5-7 m/s 7-9 m/s
9-11 m/s 11-13 m/s 13-15 m/s
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Wind Speed Dependence of Normalized Wind Direction Wind Speed Dependence of Normalized Wind Direction Histograms (Inner Cells)Histograms (Inner Cells)
Normalized (ASCAT/NWP), WVC#: 19-21 (Left Inner Swath)
DescendingAscending
3-5 m/s 5-7 m/s 7-9 m/s
9-11 m/s 11-13 m/s 13-15 m/s
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Applications to data Applications to data from Oceansat-II scatterometerfrom Oceansat-II scatterometer
Oceansat-II Scatteromter(OSCAT)Ku-band (13.51 GHz)Scanning dual pencil beamVV and HH pol50 km resolution1800 km swath
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Comparison of Comparison of OSCATOSCAT Winds with Buoy Data Winds with Buoy Data
# Bias RMS CorrelationWind Speed (m/s) 8,938 0.56 1.65 0.893Wind Direction (deg.)
U > 0 m/s 8,835 -0.2 32.4 0.938 U > 3 m/s 7,550 -0.3 22.3 0.968 U > 5 m/s 6,130 -0.4 14.1 0.977
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OSCATOSCAT Global Wind Speed Histograms Global Wind Speed Histograms
Period: 1 Jan. 2010 – 31 Dec. 2010 (1 year)Area: global ocean, 60oS – 60oNBin size: 1 m/s
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ECMWF Wind Speed HistogramsECMWF Wind Speed Histograms
Collocated with OSCAT observations
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Statistics of Statistics of OSCATOSCAT Wind Speed Distribution Wind Speed Distribution
OSCATAsc
NWPOSCATDec
ECMWFAscECMWFDec
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OSCATOSCAT Wind Direction Histograms Wind Direction Histograms
Left Swath, Wind Speed Range: 7-9 m/s, Ascending Paths
WVC# 1-3 WVC# 4-6 WVC# 7-9
WVC# 13-15 WVC# 16-18WVC# 10-12
ECMWFOSCAT
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SummarySummary
• ASCAT wind speeds and directions agrees well with buoy observations in general.
• ASCAT global wind speed histogram varies with cross-track cell location. This trend is clearly represented by statistical parameters, such as standard deviation, skewness and kurtosis.
• Directivity relative to the antenna beams is discernible for ASCAT wind directions.
• At low wind speeds and the outer cells (high incidence), most of wind vectors aligned to the flight direction or mid-beam direction.
• These results suggest the needs for further refinements of the wind retrieval algorithms and the C-band GMF.
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Comparison of wind speedComparison of wind speed
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Residuals of Wind Speed and DirectionResiduals of Wind Speed and Direction
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Residuals of Wind Speed and DirectionResiduals of Wind Speed and Direction
Binning wind speed = (Ubuoy + Uscat)/2
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Dependence of Wind Speed Residual Dependence of Wind Speed Residual on Wave Parameteron Wave Parameter
Significant Wave Height Inverse Wave Age
Correlation Coefficient = 0.300 Correlation Coefficient = -0.311
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Comparison of wind speedComparison of wind speedOSCAT
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Residuals of Wind Speed and DirectionResiduals of Wind Speed and Direction
Binning wind speed = (Ubuoy + Uscat)/2
OSCAT
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Statistics of Statistics of NSCATNSCAT Wind Speed Wind Speed DistributionDistribution
ASCAT
ASCAT
ASCAT
ASCAT
(Ebuchi, J. Oceanogr., 2000)
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Statistics of Statistics of QSCATQSCAT Wind Speed Distribution Wind Speed Distribution
ASCAT
ASCAT
ASCAT
ASCAT
Ascending
Descending
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Histograms of Histograms of ERS-1ERS-1 Wind Directions Wind DirectionsCMOD-4 CMOD-IFR2
(Ebuchi & Graber, JGR, 1998)
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Histograms of Histograms of NSCATNSCAT Wind Directions Wind Directions
(Ebuchi, JGR, 1999)
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Histograms of Histograms of QSCATQSCAT Wind Directions Wind Directions
(Ebuchi, Proc. IGARSS 2000, 2000)
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Rough estimation of incidence angle errorRough estimation of incidence angle error
• Based on the SASS-2 GMF (Wentz et al., 1984)
• At an incidence angle of θ = 57o, VV-pol., and wind speed of U10 = 10 m/s,
d σ 0 / d θ = – 0.3 dB
d σ 0 / d U10 = 0.7 dB
• An error of 1o in incidence angle may cause an error of 0.4 m/s in wind speed.