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On the accuracy of Vaisala RS41 versus RS92 upper air observations: Implications for satellite data cal/val Bomin Sun 1 , Tony Reale 2 , Steve Schroeder 3 , Mike Pettey 1 , and Ryan Smith 1 1 IMSG at NOAA/NESDIS/STAR 2 NOAA/NESDIS/STAR 3 Texas A & M 1 The 10 th GRUAN Implementation-Coordination Meeting April 23-28, 2018 Potsdam, Finland
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On the accuracy of Vaisala RS41 versus RS92 upper air ...€¦ · On the accuracy of Vaisala RS41 versus RS92 upper air observations: Implications for satellite data cal/val Bomin

Aug 11, 2020

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Page 1: On the accuracy of Vaisala RS41 versus RS92 upper air ...€¦ · On the accuracy of Vaisala RS41 versus RS92 upper air observations: Implications for satellite data cal/val Bomin

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

1

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)

2

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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

5

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

8

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

19

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.

21

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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

23

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.

24

Page 25: On the accuracy of Vaisala RS41 versus RS92 upper air ...€¦ · On the accuracy of Vaisala RS41 versus RS92 upper air observations: Implications for satellite data cal/val Bomin

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

28

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.