EUMETSAT IASI L2 products, from Global to Local services
Transcript of EUMETSAT IASI L2 products, from Global to Local services
1 EUMETSAT IASI L2 Products & Services — ITSC-21, 29 Nov - 5 Dec 2017 — Darmstadt, Germany
T. August, T. Hultberg,M. Crapeau, A. Burini, D. Klaes,
EUMETSAT
C. Clerbaux (LATMOS), P. Coheur (ULB)
EUMETSAT IASI L2 products,from Global to Local services
2 EUMETSAT IASI L2 Products & Services — ITSC-21, 29 Nov - 5 Dec 2017 — Darmstadt, Germany
Outline
• IASI L2 v6: (very) quick processor overview• Recent and on-going updates v6.3 operational June’17
New AC products v6.4 under deployment
Algorithm updates Sounding performances
• Regional service
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ACAQ
OEM
Optimalestimation
Cloud detection
PWLR3
All-sky
Statisticalretrieval
AMSU
MHSAVHRR
L1 L2
IASI
Forecast
T, q, TsO3
land emiss.
Cloudfraction,
top height,phase
Dust index
T, q, Ts, O3
COSO2O3 HNO3(CO2, N2O, CH4)
Single footprint
IASI L2 v6 processor main steps
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EUMETSAT AC SAF IASI CO productFORLI library (ULB/LATMOS)Operational since March 2017NRT profiles + averaging kernels
New atmospheric composition products
IASI Dust indexAfter Clarisse et al. (ACP 2013)Unitless dust load indicatorReleased in June 2017 (v6.3)
EUMETSAT AC SAF IASI SO2 productBRESCIA library (ULB/LATMOS)Pre-Operational since June 2017 (v6.3)NRT SO2 detection & columns
Credits: L. Clarisse (ULB)
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plans for v6.5RTTOV 12
variable CO2
…
v6.3 – CO2 380 ppmv
CO2 content in optimal estimation, impact on temperature
Current OEM (clear-sky) settings
v6.4 (early’18) – CO2 400 ppmv
- First retrieval- OEM
IASI L2 Tvs
sondes
Forward model: RTTOV 10.2 Fixed input: surface emissivity (PWLR3)Dynamic (retrieved): T, q, Ts, O3 Static configuration: CO2 , CH4 …
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Update in v6.4:IR-only fallbackBetter clusteringNew training set
T, q, Ts, O3, surface emissivity, cloudfor every pixel separately
PWLR3 ‘All-sky’
IASI1 IASI4…Input vector w ith adjacent measurements (PCS)+ view ing angle…
• K-mean clustering based on observations• Supervised machine learning with real obs.
matched with ECMWF re-analysis + CAMEL• ~100 millions teaching pairs• Ensemble retrieval to reduce random noise• Quality indicators (uncertainty estimates)
PWLR3 – 3D retrieval, exploiting geophysical horizontal correlation
1 2
4 3 AMSU MHS9MHS1 …
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Assessment vs sondes
Yield ~50%,includes cloudy pixels
IASI L2 IR-only PWLR3
20 months: January 2016 – August 2017vs radio-sondes (±3h ; <50km)
Humidity
Temperature
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Assessment vs sondes
Jan’16
1
0
1
0
bias
stddev
bias
stddev
Humidity
Jan’17 Aug’17Aug’16
3
-3
Yield ~50%,includes cloudy pixels
Temperature
Kg/
kgK
g/kg
IASI L2 IR-only PWLR3
20 months: January 2016 – August 2017vs radio-sondes (±3h ; <50km)
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Quality indicator significance vs sondes [IGRA]
< 50km ; < 3hMatch-up QC still needed
MW+IRIR-only Jan. – Oct. 2017
0 0.75 1 1.5 2 0 0.75 1 1.5 2
QI T [K] QI T [K]
PWLR3 tropospheric error estimate
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Assessment in radiance space - Ocean
1000700 800 900 1100 1200cm-1
mW
/m2/s
r/cm
-1
0
0.4
0.8
1.2
mW
/m2/s
r/cm
-10
0.4
0.8
0.6
0.2
1400 1600 1800 2000cm-1
OBS – CALC(ECMWF FCT)OBS – CALC(PWLR3 v6.4)
01/11/2017Maritime scenes ;|lat| < 60°
Clear-sky QC from IASI L2
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Assessment in radiance space - Land
1000700 800 900 1100 1200cm-1
mW
/m2/s
r/cm
-1
0
1
2
3
4
OBS – CALC(ECMWF FCT + CAMEL)OBS – CALC(PWLR3 v6.4 + CAMEL)OBS – CALC(PWLR3 v6.4) trained w ith CAMEL
01/11/2017Continental scenes ;|lat| < 60°
Clear-sky QC from IASI L2
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20161201, Sea, | latitude| < 60°Clear-sky QC IASI L2
7914 cases
Assessment in radiance space - Ozone
Wavenumber [cm-1]
0
stdd
ev[m
W/m
2 /sr
/cm
-1]
0.5
0.4
0.6
1000 1100
OBS-CALC(PWLR3 T/q/Ts + CAMS O3)OBS-CALC(PWLR3 T/q/Ts + ECMWF FCT O3)OBS-CALC(PWLR3 T/q/Ts + ERA-5 O3)OBS-CALC(PWLR3 T/q/Ts/O3 trained with ERA-5)
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Humidity at 500 hPa for successive overpasses
• Data sources:Operational IASI sounding L2 products (EUMETSAT)Metop-A and Metop-B to maximize overlaps
• Parameters:Temperature, Humidity and Ozoneat standard pressure levels, Polar stereographic interpolation
• Method:3D optical flow
Credits: O. Hautecoeur & R. Borde, EUMETSAT Users Conference 2017
Metop-Bt0
Metop-At1
Metop-Bt2
Metop-At3
3D-wind products from hyperspectral sounding profiles
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Wind fields at 700 hPa
derived from IASI
Forecast wind field
3D-wind products from hyperspectral sounding profiles
Credits: O. Hautecoeur & R. Borde, EUMETSAT Users Conference 2017
Case study 21 March 2013
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MSG GII products(Glob Instability Indices)
+IASI v6
IASI L2 v6 showsconsistent with the GII andcomplementary.
It provides information in thecloudy areas and athigh latitudes.
Studying instability from hyperspectral sounding profiles
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SEVIRITPW
SEVIRIRGB
clouds
IASI L2TPW
SEVIRI GII vs IASI L2 consistency assessment
Systematic quantitative comparisons GII vs IASI L2Coverage: full MSG disk
Period: April – October 2016Products: MSG GII vs Metop-A + Metop-B
Overall high correlation btw GII and IASI L2 indicators Independent info from Metop, also available in clouds Combine ground-based observation with satellite profiles?
Study by Hungarian Met ServicesCredits: A. Simon, Z. Kocsis, M. Putsay
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IASI L2 – Maximum Buoyancy (0823 UTC)
Area w ith high instability
Cold front
15:00 UTC
Studying instability from hyperspectral sounding profiles
Tornadic storm, 16 August 2010
Study by Hungarian Met ServicesCredits: A. Simon, Z. Kocsis , M. Putsay
18 EUMETSAT IASI L2 Products & Services — ITSC-21, 29 Nov - 5 Dec 2017 — Darmstadt, Germany
KO index from IASI L2 monitored at DWD with NinJo
Credits: J. Asmus, K. Hungershöfer
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• PWLR3 ‘all-sky’ retrieval from the global IASI L2 processor. • NRT dissemination on EUMETCAST, in HDF5 files.• Products available < 30’ from sensing• Pilot phase started 23/11/2017 (in Demo since 11/2016)
EARS-IASI L2 – A new regional service
https://www.eumetsat.int/website/home/News/DAT_3709776.html
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Summary
• IASI L2 v6.4 under deployment Updated CO2 content in OEM reduced T bias ; Preparing for variable CO2
Robust fall-back IR-only statistical retrieval (PWLR3) Further improved MW+IR ‘all-sky’ sounding T/q/O3 + Ts / land emissivity T/q profiles and quality indicators validation with sondes
• Exploring new applications 3D-winds products Studying support to regional
• Regional service EARS-IASI L2: all-sky PWLR3 (IASI + MW) Products available < 30’ from sensing, on EUMETCast
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Questions ?
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Spare slides
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Forecast wind field
Case study 21 March 2013
3D-wind products from hyperspectral sounding profiles
Credits: O. Hautecoeur & R. Borde, EUMETSAT Users Conference 2017
Wind fields at 500 hPa
derived from IASI
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The Piece-Wise Linear Regression
Real observations
Geo
phys
ical
par
amet
ers
Classes basedon observations
(K-mean clustering)
Regression classes
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OBS – CALC(ECMWF FCT)OBS – CALC(PWLR3 v6.3)OBS – CALC(PWLR3 v6.4)
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OBS – CALC(PWLR3 v6.4 + LSE CAMEL)OBS – CALC(PWLR3 v6.4 incl. LSE)