On the accuracy of Vaisala RS41 versus RS92 upper air ...€¦ · On the accuracy of Vaisala RS41...
Transcript of On the accuracy of Vaisala RS41 versus RS92 upper air ...€¦ · On the accuracy of Vaisala RS41...
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On the accuracy of Vaisala RS41 versus RS92 upper air observations: Implications for satellite data cal/val
Bomin Sun1, Tony Reale2, Steve Schroeder3, Mike Pettey1, and Ryan Smith1
1 IMSG at NOAA/NESDIS/STAR 2 NOAA/NESDIS/STAR 3 Texas A & M
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The 10th GRUAN Implementation-Coordination Meeting April 23-28, 2018 Potsdam, Finland
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RS92 versus RS41 Data Comparison Methods
• Using NWP as the transfer medium (T, RH) – Compute OB-BG for RS92 and RS41 – Compute OB-AN for RS92 and RS41
• Using GPSRO as the truth (T) • Direct comparison using dual launches from 6
sites (T, RH)
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Data (2015.01-2017.06)
• Conventional radiosonde data – Vaisala RS41 (~65,000) and RS92 (~311,500)
• Dual (twin/simultaneous) launch data
– 6 sites
• NWP data (used for OB-BG and OB-AN) – NOAA Climate Forecast System Re-analysis (CFSR) forecast background and
analysis – ECMWF analysis
• GPSRO Tdry (used as the truth)
– UCAR COSMIC – ROM SAF GRAS
• RS92 vs RS41 in satellite data validation:
– NOAA sounding retrievals from S-NPP CrIS/ATMS – EUMETSAT sounding retrievals from MetOp IASI/AMSU
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NPROVS
Collocation Archive
NPROVS NPROVS+
Conventional Radiosondes
+GFS +CFSR
GRUAN & Dedicated
Radiosondes
NUCAPS
S-NPP
NUCAPS MetOp-A MetOp-B
MIRS S-NPP
NOAA-18,19 MetOP-A MetOp-B
DMSP F18
AIRS v.6
EUMETSAT IASI
MetOp-A MetOp-B
GOES
ATOVS NOAA18,19
MetOp-A MetOP-B
UCAR COSMIC
ROM SAF GRAS
MetOP-A MetOP-B
NPROVS+ Collocation
Archive
FTP VALAR
FTP
Algorithm Development
Visualization Tools: ODS
PDISP NARCS
PROCESSING
OUTPUTS
NOAA Products Validation System: NPROVS and NPROVS+
ECMWF
4 Satellite single closest matchup with a given raob
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RS92 to RS41 transition in the conventional network
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62 (38) Jan 2016
200 (117) Jan 2018 237 (140) Jan 2018
368 (214) Jan 2016
RS41 RS92
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Conventional RS92 during 2015.01 – 2017.6 (~311500 profiles)
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Conventional RS41 during 2015.01 – 2017.6 (~65900 profiles)
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RS92 RS41 Dual sites
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Lindenberg Payerne Ny Alesund Lamont Lauder Beltsville
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T, RS92-minus-BG CFSR Solar Elevation Categories
Mean Diff. SD Sample
e.g., 12Z BG: 3-hr forecast made at 09Z
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T, RS41-minus-BG CFSR Solar Elevation Categories
Mean Diff SD Sample
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T, RS92-minus-AN ECMWF Solar Elevation Categories
Mean Diff SD Sample
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T, RS41-minus-AN ECMWF Solar Elevation Categories
MeanDiff SD Sample
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(RS92-minus-RS41) obtained using NWP as transfer medium
Solar Elevation Categories
BG CFSR AN CFSR AN ECMWF
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COSMIC-1 and GRAS RO (April 8, 2017)
COSMIC RO profiles: 618 GRAS RO profiles: 1200
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RS92-minus-Tdry COSMIC Solar Elevation Categories
Similar to Sun et al. (2013, JGR) based on 2008-2011 data
MeanDiff SD Sample
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RS92-minus-Tdry GRAS Solar Elevation Categories
MeanDiff SD Sample
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RS41-minus-Tdry COSMIC Solar Elevation Categories
MeanDiff SD Sample
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RS41-minus-Tdry GRAS Solar Elevation Categories
MeanDiff SD Sample
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T RS92-minus-RS41 from duals
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Lauder Lamont
Lindenberg Payerne Ny Alesund
Beltsville
meanDiff SD
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RS92(GDP)-minus-RS92(standard)
All-the-day data 2012
Ladstädter, F., A. K. Steiner, M. Schwärz, and G. Kirchengast, 2014: Climate intercomparison of GPS radio occultation, RS90/92 radiosondes and GRUAN over 2002 to 2013. Atmos. Meas. Tech. Discuss., 7, 11735-11769, 2014. doi:10.5194/atmd-7-11735-2014.
MeanDiff SD
GDP RS92 is warmer than RO Tdry by < 0.2 K
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T, RS92 vs RS41
• RS92 agrees with RS41 < 0.1-0.2 K in the lower stratosphere; RS41 appears to be less sensitive to solar elevation change than RS92.
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RH (RS92-minus-RS41) obtained using NWP as transfer medium
Solar Elevation Categories
BG CFSR AN CFSR AN ECMWF
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RH RS92-minus-RS41 from duals
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Lauder Lamont
Lindenberg Payerne Ny Alesund
Beltsville
SD MeanDiff
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RH, RS92 vs RS41
• RS41 shows improvement over RS92 by ~2% in RH in the troposphere; still a challenge for measurements in the stratosphere.
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Simplified flow diagram of the NOAA NUCAPS retrieval algorithm
Microwave Physical for T(p), q(p), LIQ(p), ε(f)
Climatological First Guess
Initial Cloud Clearing, ηj, Rccr
Improved Cloud Clearing, ηj, Rccr
Final Cloud Clearing, ηj, Rccr
Rccr Regression for Ts, ε(ν), T(p), q(p)
IR Physical Ts, ε(ν), ρ(ν)
IR Physical Ts, ε(ν), ρ(ν)
IR Physical T(p)
IR Physical T(p)
IR Physical Ts, ε(ν), ρ(ν)
IR Physical q(p)
IR Physical O3(p)
IR Physical CO(p)
IR Physical HNO3(p)
IR Physical CH4(p)
IR Physical CO2(p)
IR Physical N2O(p)
MIT
FG
CCR
RET
Rwarm Regression for Ts, T(p), q(p)
Courtesy of C. Barnet
Heritage of AIRS, adopted by NUCAPS (S-NPP, MetOp-A,B)
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Atm. comp.
OEM
Optimal estimation
Cloud detection
PWLR3
All-sky
Statistical retrieval
EUMETSAT IASI L2 v6 High-level processor overview
AMSU MHS AVHRR
L1 L2
IASI
NWP
T, q, Ts O3
land emiss.
Cloud fraction,
top height, phase
Dust index
T, q, Ts, O3
O3 CO CH4 SO2 HNO3 (CO2, N2O)
Single footprint
Courtesy of Thomas August
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RS92 vs RS41 assessment of EUMETSAT IASI sounding product
EUMETSAT IASI -minus- RS92 EUMETSAT IASI -minus- RS41
Conventional RAOBs data for Jan 2015 to Jun 2017; collocations (1hr&50km)
Bias SD Sample Bias SD Sample
T RH
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RS41 makes NOAA NUCAPS S-NPP “look” better than RS92
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NUCAPS - minus - RAOB water vapor MR (%)
bias RMS
Sample: RS92 (6641) RS41 (1810)
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Major Results • Accuracy of RS92 versus RS41 global conventional radiosondes was
assessed from Jan 2015 to Jun 2017 by – using NWP data as the transfer medium and – using GPSRO as the truth – The global assessment was then verified using data from dual launches
• RS92 agrees with RS41 < 0.1-0.2 K in the lower stratosphere; RS41
appears to be less sensitive to solar elevation change than RS92. • RS41 shows improvement over RS92 by ~2% in RH in the troposphere; still
a challenge for measurements in the stratosphere.
• RS41 makes the satellite retrievals “look” better than RS92.