cm saf event week 2012 – the satellite application facility on climate monitoring – the future-...
TRANSCRIPT
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 129. June 2012
EUMETSAT‘s CM-SAF CDOP2 science overview
Rainer HollmannDeutscher Wetterdienst (DWD)
http://www.cmsaf.eu
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 229. June 2012
Content
Participants
CM SAF in CDOP
CM SAF definitions
User communities & history
CDOP2 portfolio of CM SAF
Generation of CDR’s
CDR examples
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 329. June 2012
Which course of this event week have you attended? Please vote
1st - CM SAF Overview (Christine Träger-Chatterjee)
2nd - Introduction to Software Tools (Jörg Trentmann )
3rd -Cloud Retrieval (Karl Göran Karlsson)
4th - The AVHRR Globala Climate Dataset of Clouds and Radiation (Karl Göran Karlsson)
5th - Top-of-the-atmosphere Radiation Parameters (Nicolas Clerbaux)
6th - Surface Radiation Retrieval (Rebekka Posselt )
7th - Surface Radiation Climate Dataset from Meteosat (Rebekka Posselt)
8th - Operational Products on Clouds and Radiation (Anke Kniffka)
9th - The Ocean Climate Data Set HOAPS (Karsten Fennig)
10th - Global Moisture and Temperature operational Products (Nathalie Courcoux)
none
Participants II
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 429. June 2012
Content
Participants
CM SAF in CDOP
CM SAF definitions
User communities & history
CDOP2 portfolio of CM SAF
Generation of CDR’s
CDR examples
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 529. June 2012
Operational Products• generated on a monthly
basis• First-order satellite
calibration • Algorithm and input data
not homogeneous over time
• Resulting time series not applicable for all climate monitoring purposes, e.g. trend estimation
Short and Intermediate Term Longterm
Schulz (2009), adapted
Product vs Data Set
SatelliteData
Archived Satellite
Data Records
FundamentalClimate
Data Records
Thematical Climate Datasets
Operational Climate
monitoring
Longer term climate variability &
climate change analysis
Observing system performance monitoring & automated corrections
Re-calibration &Inter-calibration,
Reprocessing
• Generated on an irregular basis, e.g. every 2 years
• Calibrated and homogenized satellite data
• Algorithm and auxiliary input data homogeneous over time
• Resulting time series fully applicable for climate monitoring purposes, including trend estimation
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 629. June 2012
CM SAF is part of the EUMETSAT Ground Segment Project-cycle is 5 years.
Sustained Climate Information Flow
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 729. June 2012
CM SAFIOP/2004
Sustained Climate Information Flow
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 829. June 2012
Sustained Climate Information Flow
CM SAFCDOP/2007
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 929. June 2012
CM SAFCDOP2/2012
Sustained Climate Information Flow
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1029. June 2012
Users & products
Thematical Climate Datasets
• Integrated water vapor (HTW)• Cloud Albedo (CAL)• Solar irradiation at the surface
(SIS)• Direct irradiation at the surface
(SID)• HOAPS:
• Precipitation• Evaporation• Specific humidity• Wind• latent heat
Operational Products
• Cloud phase (CPH)• Cloud top pressure / temperature / height
(CTP / CTT / CTH)• Cloud water path (CWP)• Cloud type (CTY)• Cloud optical thickness (COT)
Cloud products
• Surface downwelling longwave radiation (SDL)• Surface netto longwave radiation (SNS)• Surface outgoing longwave (SOL)• Direct irradiation at the surface (SID)• Surface radiation budget (SRB• Surface netto shortwave (SNS)• Surface Albedo (SAL)
Surface Radiation products
• Layered watervapor, temperature, humidity (HLW)
• Layered temperature, specific humidiy (HSH)• Vertically integrated water vapor (HTW)
Water Vapour/Temp. products
• TOA incoming solar radiation (TIS)• TOA emitted thermal radiation (TET)• TOA reflected solar radiation (TRS)
TOA Radiation products
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1129. June 2012
Users & products
Thematical Climate Datasets
• Integrated water vapor (HTW)• Cloud Albedo (CAL)• Solar irradiation at the surface
(SIS)• Direct irradiation at the surface
(SID)• HOAPS:
• Precipitation• Evaporation• Specific humidity• Wind• latent heat
Operational Products
• Cloud phase (CPH)• Cloud top pressure / temperature / height
(CTP / CTT / CTH)• Cloud water path (CWP)• Cloud type (CTY)• Cloud optical thickness (COT)
Cloud products
• Surface downwelling longwave radiation (SDL)• Surface netto longwave radiation (SNS)• Surface outgoing longwave (SOL)• Direct irradiation at the surface (SID)• Surface radiation budget (SRB• Surface netto shortwave (SNS)• Surface Albedo (SAL)
Surface Radiation products
• Layered watervapor, temperature, humidity (HLW)
• Layered temperature, specific humidiy (HSH)• Vertically integrated water vapor (HTW)
Water Vapour/Temp. products
• TOA incoming solar radiation (TIS)• TOA emitted thermal radiation (TET)• TOA reflected solar radiation (TRS)
TOA Radiation products
Indicate (e.g. with a star) which product have you been using/ ordering / planning to use!
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1229. June 2012
Orders show:
• strong demand of climate data sets
• demand for higher spatial / temporal resolution
• demand for Climate services
Users & products
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1329. June 2012
Targeted User Communities
Global and regional climate trends and variability analysis
high quality Climate Data Records (CDR) are expected e.g. for climate studies in contribution to IPCC.
Thematic Climate Data Records (TCDR) from CM SAF will provide consistent information on Essential Climate Variables (ECV) related to the global energy and water cycle supporting closure studies
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1429. June 2012
Support to global and regional climate modelling use of Climate Data Records for model evaluations, feedback studies, and
uncertainty studies these datasets needed at high(er) temporal and spatial resolutions most recent satellite instrument, only cover short time periods.
Targeted User Communities
Global and regional climate trends and variability analysis
high quality Climate Data Records (CDR) are expected e.g. for climate studies in contribution to IPCC.
Thematic Climate Data Records (TCDR) from CM SAF will provide consistent information on Essential Climate Variables (ECV) related to the global energy and water cycle supporting closure studies
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1529. June 2012
Support to global and regional climate modelling use of Climate Data Records for model evaluations, feedback studies, and
uncertainty studies these datasets needed at high(er) temporal and spatial resolutions most recent satellite instrument, only cover short time periods.
Targeted User Communities
Global and regional climate trends and variability analysis
high quality Climate Data Records (CDR) are expected e.g. for climate studies in contribution to IPCC.
Thematic Climate Data Records (TCDR) from CM SAF will provide consistent information on Essential Climate Variables (ECV) related to the global energy and water cycle supporting closure studies
Climate service and infrastructure planning long term Climate Data Records (of ECVs) AND near real time operational
products required Consistent climate datasets and according near real time operational
products needed (identical algorithm and auxilliary data)
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1629. June 2012
Survey here
Where do you (best) belong to? –> Nummer oder Farben für die einzelnen Segmentnutzen.
Targeted User Communities
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1729. June 2012
Content
Participants
CM SAF in CDOP
CM SAF definitions
User communities & history
CDOP2 portfolio of CM SAF
Generation of CDR’s
CDR examples
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1829. June 2012
11 - Initial
Maturity
Ope
ratio
nsOpe
ratio
ns
Researc
hR
esearc
h
Courtesy J. Bates
CDR GenerationAn Evolutionary process
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 1929. June 2012
22 - Experimental
11 - Initial
Maturity
Ope
ratio
nsOpe
ratio
ns
Researc
hR
esearc
h
Courtesy J. Bates
CDR GenerationAn Evolutionary process
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2029. June 2012
33 - Provisional
22 - Experimental
11 - Initial
Maturity
Ope
ratio
nsOpe
ratio
ns
Researc
hR
esearc
h
Courtesy J. Bates
CDR GenerationAn Evolutionary process
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2129. June 2012
44 - Demonstrated
33 - Provisional
22 - Experimental
11 - Initial
Maturity
Ope
ratio
nsOpe
ratio
ns
Researc
hR
esearc
h
Courtesy J. Bates
CDR GenerationAn Evolutionary process
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2229. June 2012
55 - Sustained
44 - Demonstrated
33 - Provisional
22 - Experimental
11 - Initial
Maturity
Ope
ratio
nsOpe
ratio
ns
Researc
hR
esearc
h
Courtesy J. Bates
CDR GenerationAn Evolutionary process
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2329. June 2012
66 - Benchmark
55 - Sustained
44 - Demonstrated
33 - Provisional
22 - Experimental
11 - Initial
Maturity
Ope
ratio
nsOpe
ratio
ns
Researc
hR
esearc
h
Courtesy J. Bates
CDR GenerationAn Evolutionary process
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2429. June 2012
Sufficiently long time series
Time
Valu
e
Representative
Point of measurement
x
Calibrated
x
Homogeneous
x
Quality controled
Scientific Requirements to climate Data
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2529. June 2012
Additional Requirements to Climate Data Records
Climate data record = time series of measurements of sufficient length,consistency, and continutity to determine climate variablility and change (NRC, 2000)
Accessible
Continuously assessed/improved
Extensible
Preserved
Reproducible
Scientifically defensible
Sustainable
Transparent
Easy obtainable, affordable and understandable
Evaluated on a schedule basis, possibility to incorporate better/improved methods
Forward compability in accomodating new data from existing or new instruments
Secure in perpetuity
Producing consistent results within machine rounding errors
Based on testable hypotheses and methodologies that have been peer reviewed
Potential for long-term maintenance
Open accountable in every aspect
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2629. June 2012
Sensor, Satellite resp. ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
SSM/I, SSMIS Microwave Radiances 2014 2016
1987 - 20121987 - 2014
global ice free ocean
Climate Data Record (CDR)
SEVIRICloud parameters, aerosol optical depth
2015 2004 - 2014 Europe & Africa
GERB/SEVIRI Top of atmosphere radiative fluxes 2015 2004 - 2014 Europe & Africa
MVIRI/SEVIRICloud parameters, surface radiation parameters, land surface temp., FTH
20142016
1983 - 20121983 - 2015
Europe & Africa
MVIRI/SEVIRI/GERB Top of atmosphere radiative fluxes 2015 1982 - 2014 Europe & Africa
AVHRR GACCloud parameters, surface radiation parameters, incl. albedo
20142016
1982 - 20131978 - 2015
global
TOVS/ATOVS (high) cloud amount and top 2016 1984 - 2009 global
SSM/I, SSMIS HOAPS20152017
1987 - 20121987 - 2014
global ice free ocean
Environmental Data Record (EDR)
SEVIRI Cloud parameters, surface radiation monthly 2005 - today Europe & Africa
SEVIRI/GERB Top of atmosphere radiative fluxes monthly 2004 - today Europe & Africa
AVHRRCloud parameters, surface radiation, surface albedo
monthly > 2014 global
ATOVS Water vapour, temperature monthly 2004 - today global
Product portfolio in CDOP2
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2729. June 2012
Sensor, Satellite resp.
ParameterRelease
datePeriod
Main Application Areas
Fundamental Climate Data Record (FCDR)
SSM/I, SSMIS Microwave Radiances 2014 2016
1987 – 2012 1987 - 2014
Climate Data Record (CDR)
SEVIRI Cloud parameters, aerosol optical dep. 2015 2004 - 2014
GERB/SEVIRI Top of atmosphere radiative fluxes 2015 2004 - 2014
MVIRI/SEVIRICloud parameters, surface radiation parameters, land surface temp., FTH
20142016
1983 – 20121983 - 2015
MVIRI/SEVIRI/GERB Top of atmosphere radiative fluxes 2015 1982 - 2014
AVHRR GACCloud parameters, surface radiation parameters, incl. albedo
20142016
1982 – 20131978 - 2015
TOVS/ATOVS (high) cloud amount and top 2016 1984 - 2009
SSM/I, SSMIS HOAPS20152017
1987 – 20121987 - 2014
Environmental Data Record (EDR)
SEVIRI Cloud parameters, surface radiation monthly 2005 - today
SEVIRI/GERB Top of atmosphere radiative fluxes monthly 2004 - today
AVHRRCloud parameters, surface radiation param., incl. albedo
monthly > 2014
ATOVS Water vapour, temperature monthly 2004 - today
Product portfolio in CDOP2
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2829. June 2012
Content
Participants
CM SAF in CDOP
CM SAF definitions
User communities & history
CDOP2 portfolio of CM SAF
Generation of CDR’s
CDR examples
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 2929. June 2012
Sensor, Satellite resp.
ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
Climate Data Record (CDR)
AVHRR GACCloud parameters, surface radiation parameters, incl. albedo
20142016
1982 – 20131978 - 2015
global
Environmental Data Record (EDR)
AVHRRCloud parameters, surface radiation, surface albedo
monthly > 2014 global
New Products: examples
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3029. June 2012
AVHRR GAC data sets ”CLARA”
(1978-2013/2015)
• Edition 2 (2014): Improved dependencies on surface characteristics (albedo, emissivity), probabilistic cloud mask,
• Edition 3 (2016): Extension 1978-1981; [1982 – 2009]; 2010 - 2015, calibration / navigation upgrades, orbital drift corrections
New Products: examples (I)
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3129. June 2012
• First GAC edition show signs of artificial trends due to e.g. inhomogeneous temporal sampling (see above)
• New editions aim for reduction of inhomogeneities, improving error estimations and upgrading algorithms
AVHRR GAC Editions in CDOP2: Improvement of homogeneity
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3229. June 2012
Sensor, Satellite resp. ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
SSM/I, SSMIS Microwave Radiances 20142016
1987 – 20121987 - 2014
global ice free ocean
Climate Data Record (CDR)
SSM/I, SSMIS HOAPS20152017
1987 – 20121987 - 2014
global ice free ocean
New Products: examples (II)
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3329. June 2012
• Extend in time with SSMIS• Update retrieval schemes.• Include uncertainty estimates.
Apply triple collocation to separate uncertainty terms.
HOAPS editions
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3429. June 2012
Sensor, Satellite resp.
ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
Climate Data Record (CDR)
SEVIRI Cloud parameters, aerosol optical dep. 2015 2004 - 2014 Europe & Africa
GERB/SEVIRI Top of atmosphere radiative fluxes 2015 2004 - 2014 Europe & Africa
MVIRI/SEVIRICloud parameters, surface radiation parameters, land surface temp., FTH
20142016
1983 – 20121983 – 2015
Europe & Africa
MVIRI/SEVIRI/GERB Top of atmosphere radiative fluxes 2015 1982 – 2014 Europe & Africa
Environmental Data Record (EDR)
SEVIRI Cloud parameters, surface radiation monthly 2005 - today Europe & Africa
SEVIRI/GERB Top of atmosphere radiative fluxes monthly 2004 - today Europe & Africa
New Products: examples (III)
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3529. June 2012
Land Surface Temperature Anomalies for July/August 2003(MODIS / Terra - Product)
European Heatwave 2003
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3629. June 2012
Land Surface Temperature Anomalies for July/August 2003(MODIS / Terra - Product)
European Heatwave 2003
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3729. June 2012
• Usage and Motivation
- Climate monitoring of drought conditions (e.g. Europe 2003!)
- Essential physical state variable for land surface processes
- Constraint for outgoing longwave radiation and turbulent land fluxes
• Target Accuracy
- 1 K bias, 2 K, 1.5 K, 1.0 K rmse (hourly / daily / monthly)
• Algorithm & Satellite (MVIRI/SEVIRI)
- 10.8 um only: based on published method of LSA SAF
Land Surface Temperature for MFG and MSG
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3829. June 2012
Sensor, Satellite resp. ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
MVIRI/SEVIRICloud parameters, surface radiation parameters, land surface temp., FTH
20142016
1983 - 20121983 - 2015
Europe & Africa
Environmental Data Record (EDR)
New Products: examples (IV)
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 3929. June 2012
MAGICSOL CDR
seasonal means
of cloud albedo
(top, CAL), solar
direct (middle,
SID, and solar
radiation
(bottom, SIS).
MVIRI /SEVIRI data sets (1982-2014)-Editions (2014, 2016): Extension 1982(?); [1983 – 2005]; 2012-2014, Upgrade calibration, Improvements of Heliosat method
MVIRI/SEVIRI data set
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4029. June 2012
Development towards a consistent satellite independent cloud mask
MSG MFG (simulated)
MFG vs. MSG Cloud Mask Evaluation
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4129. June 2012
MSG: mean CFC 43 %
MSG MFG (simulated)
MFG vs. MSG Cloud Mask Evaluation
MSG: mean CFC 42 %
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4229. June 2012
Sensor, Satellite resp. ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
Climate Data Record (CDR)
GERB/SEVIRI Top of atmosphere radiative fluxes 2015 2004 - 2014 Europe & Africa
Environmental Data Record (EDR)
New Products: examples (V)
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4329. June 2012
Empirical method for MVIRI/SEVIRI and GERB
Based on MVIRI/SEVIRI FCDRs and model of spectral degradation
1982-2014, (0.05°)² resolution
Time series of the MVIRI visible
radiances for different scene types,
after correction of spectral
degradation.
MVIRI/SEVIRI TOA radiation budget
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4429. June 2012
El Chichon, Mt. Pinatubo? Please mark!
MVIRI/SEVIRI TOA radiation budget
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4529. June 2012
Sensor, Satellite resp. ParameterRelease
datePeriod Coverage
Fundamental Climate Data Record (FCDR)
SSM/I, SSMIS Microwave Radiances 2014 2016
1987 - 20121987 - 2014
global ice free ocean
Climate Data Record (CDR)
SEVIRICloud parameters, aerosol optical depth(?)
2015 2004 - 2014 Europe & Africa
GERB/SEVIRI Top of atmosphere radiative fluxes 2015 2004 - 2014 Europe & Africa
MVIRI/SEVIRICloud parameters, surface radiation parameters, land surface temp., FTH
20142016
1983 - 20121983 - 2015
Europe & Africa
MVIRI/SEVIRI/GERB Top of atmosphere radiative fluxes 2015 1982 - 2014 Europe & Africa
AVHRR GACCloud parameters, surface radiation parameters, incl. albedo
20142016
1982 - 20131978 - 2015
global
TOVS/ATOVS (high) cloud amount and top 2016 1984 - 2009 global
SSM/I, SSMIS HOAPS20152017
1987 - 20121987 - 2014
global ice free ocean
Environmental Data Record (EDR)
SEVIRI Cloud parameters, surface radiation monthly 2005 - today Europe & Africa
SEVIRI/GERB Top of atmosphere radiative fluxes monthly 2004 - today Europe & Africa
AVHRRCloud parameters, surface radiation, surface albedo
monthly > 2014 global
ATOVS Water vapour, temperature monthly 2004 - today global
Product portfolio in CDOP2
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4629. June 2012
Participants to use text-functionality
What do you think is missing?
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4729. June 2012
Content
Participants
CM SAF in CDOP
CM SAF definitions
User communities & history
CDOP2 portfolio of CM SAF
Generation of CDR’s
CDR examples
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4829. June 2012
• CM SAF exploits satellite based remote sensing data to derive Climate Data Records (CDR) for Essential Climate Variables (ECV) with special emphasis on three target user groups
• Global and regional climate trends and variability analysis • Support to global and regional climate modelling• Climate service and infrastructure planning
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 4929. June 2012
• CM SAF exploits satellite based remote sensing data to derive Climate Data Records (CDR) for Essential Climate Variables (ECV) with special emphasis on three target user groups
• Global and regional climate trends and variability analysis • Support to global and regional climate modelling• Climate service and infrastructure planning
• CM SAF develops and improves methods to derive CDRs on an operational basis and in a sustained mode.
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 5029. June 2012
• CM SAF exploits satellite based remote sensing data to derive Climate Data Records (CDR) for Essential Climate Variables (ECV) with special emphasis on three target user groups
• Global and regional climate trends and variability analysis • Support to global and regional climate modelling• Climate service and infrastructure planning
• CM SAF develops and improves methods to derive CDRs on an operational basis and in a sustained mode.
• CM SAF maintains and provides an operational and sustained infrastructure that can serve the community within the transition of mature CDR products from the research into operational environments.
Summary
CM SAF Event Week 2012 – The satellite application facility on climate monitoring – the future- 5129. June 2012
• CM SAF exploits satellite based remote sensing data to derive Climate Data Records (CDR) for Essential Climate Variables (ECV) with special emphasis on three target user groups
• Global and regional climate trends and variability analysis • Support to global and regional climate modelling• Climate service and infrastructure planning
• CM SAF develops and improves methods to derive CDRs on an operational basis and in a sustained mode.
• CM SAF maintains and provides an operational and sustained infrastructure that can serve the community within the transition of mature CDR products from the research into operational environments.
• CM SAF complement and improve its portfolio of CDRs of the global energy and water cycle
Summary