EUMETSAT IASI L2 products, from Global to Local services

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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

Transcript of EUMETSAT IASI L2 products, from Global to Local services

Page 1: 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

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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

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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)