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ICOS: Integrated Carbon Observation System
Open data to open our eyes to climate change
Harry Lankreijer
ICOS-Carbon Portal
Lund University, Sweden
BlueBRIDGE workshop: "FAIR friendly research data catalogues: How far are we? Barcelona 3 April 2017
ICOS: A European Research Infrastructure on greenhouse
gases and the global carbon cycle
ICOS Vision and Scientific Mission:
• fundamental understanding of the carbon cycle, greenhouse gas budgets and
perturbations and underlying processes,
• ability to predict future changes,
• verify the effectiveness of policies aiming to reduce greenhouse gas emissions,
• technical and scientific innovation,
• education and capacity building
ICOS Carbon Portal | www.icos-cp.eu
ICOS is an Research Infrastructure (RI) within the ESFRI
Since November 2015, ICOS has the status of European Research Infrastructure Consortium (ERIC)
ICOS: A European Research Infrastructure on greenhouse
gases and the global carbon cycle
ICOS Vision and Scientific Mission:
• fundamental understanding of the carbon cycle, greenhouse gas budgets and
perturbations and underlying processes,
• ability to predict future changes,
• verify the effectiveness of policies aiming to reduce greenhouse gas emissions,
• technical and scientific innovation,
• education and capacity building
ICOS Carbon Portal | www.icos-cp.eu
ICOS is an Research Infrastructure (RI) within the ESFRI
Since November 2015, ICOS has the status of European Research Infrastructure Consortium (ERIC)
ICOS: A European Research Infrastructure on greenhouse
gases and the global carbon cycle
ICOS Vision and Scientific Mission:
• fundamental understanding of the carbon cycle, greenhouse gas budgets and
perturbations and underlying processes,
• ability to predict future changes,
• verify the effectiveness of policies aiming to reduce greenhouse gas emissions,
• technical and scientific innovation,
• education and capacity building
ICOS Carbon Portal | www.icos-cp.eu
ICOS is an Research Infrastructure (RI) within the ESFRI
Since November 2015, ICOS has the status of European Research Infrastructure Consortium (ERIC)
ICOS: https://www.icos-ri.eu/
Carbon Portal: https://www.icos-cp.eu/
ICOS RI has currently eleven member countries with
- ca 120 measurement stations distributed over
- National network of stations :The ICOS stations are run and funded
by the national funding agencies, institutes and universities.
- Data handling coordinated through Central Facilities:
- Thematic Centres: OTC, ATC, ETC and Calibration Lab
- Carbon Portal: data center
- Head office
5
ICOS Data Products
Quality-controlled observational data
• Greenhouse gas concentrations – CO2, CH4, N2O
• Other trace gases & isotopes (CO, 14-C, …)
• Greenhouse gas and energy fluxes
• Meteorological parameters
• Ecosystem variables
Elaborated (model) products
• Advanced “visualizations”
• Flux maps in time & space (inverse modelling)
• Other model output (ecosystem responses, vegetation,…)
Syntheses reports
• Material for policy makers
• Regional “GHG statistics”
• Educational and outreach materials
6
Greenhouse gas flux
estimates based on
inverse modelling
Atmospheric observations
Prior fluxes
Optimized flux estimates
Inversion
Transport model
Optimization
+
+ uncertainty estimates
+ optimized 3-d concentrations
Meteorological
driver fields
7
total CO2 concentration
anthropogenic CO2
biospheric CO2
global background CO2
Footprint for Heidelberg CO2 concentration components for Heidelberg
Footprint (estimation of source area) for the station Heidelberg and
simulated CO2 time series for this station for June 2011
Ute Karstens, CP8
STILT footprint visualization
https://data.icos-cp.eu/stilt/
• Findable
– assign persistent IDs, provide rich metadata, register in a
searchable resource...
• Accessible
– Retrievable by their ID using a standard protocol, metadata
remain accessible even if data aren’t...
• Interoperable
– Use formal, broadly applicable languages, use standard
vocabularies, qualified references...
• Reusable
– Rich, accurate metadata, clear licences, provenance, use of
community standards...
www.force11.org/group/fairgroup/fairprinciples
FAIR data
Clear Data license for ICOS-data products:
Creative Commons Attribution 4.0 International
You are free to:
Share — copy and redistribute the material in any medium or format
Adapt — remix, transform, and build upon the material
for any purpose, even commercially.
The licensor cannot revoke these freedoms as long as you follow the license terms.
Under the following terms:
Attribution — You must give appropriate credit, provide a link to the license, and
indicate if changes were made. You may do so in any reasonable manner, but not in any
way that suggests the licensor endorses you or your use.
To have data and make them
- Usable, also on the long-term
- Exchangeable
- Citable
Have to follow international standards and use open software
Eg. on
- Metadata; INSPIRE/ISO19115/DataCite
- Data object identification (PID: EPIC/DOI)
- Citation standards: DataCite, THOR
- Use of standardized keywords
International standards:
11
“ICOS needs an easily maintained cataloguing system to hold information
about stations, people, instruments, data objects, documents...”
From idea to implementation
“ICOS needs an easily maintained cataloguing system to hold information
about stations, people, instruments, data objects, documents...”
semantic web approach!
• No existing setup 100% applicable -> own development
• Prov-O as a model/inspiration
• Protegé tool used to build ontologies -> OWL
• Web application w. instantiation of ontologies, built with Scala (Java)
• Sesame triple store database (now Eclipse RDF4J) <- RDF
• Make all info available via a SparQL end point for use by humans and machines (ICOS and
external parties)
• Export metadata to (any) catalogue system (eg. ENVRI+ and EUDAT)
From idea to implementation
15
Challenges:
- Transparency and provenance: description of dataflow from sensor to data-set
for ‘optimal’ (re-)use of data.
- But what is ‘complete’ ?
- Optimal reference/citation system to data sources (through PID’s): working
towards a good practice by users as well as a functioning system.
- Administration of usage tracking
16
Harry.Lankreijer@nateko.lu.se
www.icos-cp.eu
www.icos-ri.eu
Thank You!
Greenhouse gas exchange between
Oceans and Atmosphere
[courtesy: Dorothee Bakker]
ICOS Carbon Portal | www.icos-cp.eu
x4
Tair, CO2, H2O profile
Tsoil, WCsoil profile
Sonic u,v,w + state variables
radiation components
fluxes (CO2, H2O, tau)
CO2, H2O, CH4, CO conc.
’Additional data’:
Leaf area index
Biomass increment
Litterfall
Soil chemistry
Other meteorological
...
Combined ecosystem &
atmospheric sites
Tower instrumentation
18
ICOS/Carbon Portal principles
• Interoperability
• Internal across themes (air, ecosystem, ocean)
• Other (EU) infrastructures
• Global domain
• Curation
• Provenance
• Transparency
• Open data
• Web standards
• Involvement of and interaction with users
19
Links
•Carbon Portal code
https://github.com/ICOS-Carbon-Portal
•Thredds WMS client
http://thredds.icos-cp.eu/
•Data view example
https://data.icos-cp.eu/portal/#view
•Station map
https://static.icos-cp.eu/share/stations/
ICOS Central Facilities and their
(heterogeneous) data streams
• Atmosphere (ATC)
• High precision and accuracy atmospheric concentrations
• Calibrated at WMO certified mole fraction scales
• CO2, CH4 and N2O, isotopes and associated tracers (CO, 222Rn)
• Ocean (OTC)
• pCO2 observations from oceans and seas
• Ecosystems (ETC)
• Ecosystem flux observations for CO2 (,CH4, N2O)
• Analysis of soil and vegetation samples
• Calibration Lab (CAL)
• Provision of working standards, QA
• Flask sample analysis
• 14C analysis
21

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ICOS: Integrated Carbon Observation System Open data to open our eyes to climate change

  • 1. ICOS: Integrated Carbon Observation System Open data to open our eyes to climate change Harry Lankreijer ICOS-Carbon Portal Lund University, Sweden BlueBRIDGE workshop: "FAIR friendly research data catalogues: How far are we? Barcelona 3 April 2017
  • 2. ICOS: A European Research Infrastructure on greenhouse gases and the global carbon cycle ICOS Vision and Scientific Mission: • fundamental understanding of the carbon cycle, greenhouse gas budgets and perturbations and underlying processes, • ability to predict future changes, • verify the effectiveness of policies aiming to reduce greenhouse gas emissions, • technical and scientific innovation, • education and capacity building ICOS Carbon Portal | www.icos-cp.eu ICOS is an Research Infrastructure (RI) within the ESFRI Since November 2015, ICOS has the status of European Research Infrastructure Consortium (ERIC)
  • 3. ICOS: A European Research Infrastructure on greenhouse gases and the global carbon cycle ICOS Vision and Scientific Mission: • fundamental understanding of the carbon cycle, greenhouse gas budgets and perturbations and underlying processes, • ability to predict future changes, • verify the effectiveness of policies aiming to reduce greenhouse gas emissions, • technical and scientific innovation, • education and capacity building ICOS Carbon Portal | www.icos-cp.eu ICOS is an Research Infrastructure (RI) within the ESFRI Since November 2015, ICOS has the status of European Research Infrastructure Consortium (ERIC)
  • 4. ICOS: A European Research Infrastructure on greenhouse gases and the global carbon cycle ICOS Vision and Scientific Mission: • fundamental understanding of the carbon cycle, greenhouse gas budgets and perturbations and underlying processes, • ability to predict future changes, • verify the effectiveness of policies aiming to reduce greenhouse gas emissions, • technical and scientific innovation, • education and capacity building ICOS Carbon Portal | www.icos-cp.eu ICOS is an Research Infrastructure (RI) within the ESFRI Since November 2015, ICOS has the status of European Research Infrastructure Consortium (ERIC)
  • 5. ICOS: https://www.icos-ri.eu/ Carbon Portal: https://www.icos-cp.eu/ ICOS RI has currently eleven member countries with - ca 120 measurement stations distributed over - National network of stations :The ICOS stations are run and funded by the national funding agencies, institutes and universities. - Data handling coordinated through Central Facilities: - Thematic Centres: OTC, ATC, ETC and Calibration Lab - Carbon Portal: data center - Head office 5
  • 6. ICOS Data Products Quality-controlled observational data • Greenhouse gas concentrations – CO2, CH4, N2O • Other trace gases & isotopes (CO, 14-C, …) • Greenhouse gas and energy fluxes • Meteorological parameters • Ecosystem variables Elaborated (model) products • Advanced “visualizations” • Flux maps in time & space (inverse modelling) • Other model output (ecosystem responses, vegetation,…) Syntheses reports • Material for policy makers • Regional “GHG statistics” • Educational and outreach materials 6
  • 7. Greenhouse gas flux estimates based on inverse modelling Atmospheric observations Prior fluxes Optimized flux estimates Inversion Transport model Optimization + + uncertainty estimates + optimized 3-d concentrations Meteorological driver fields 7
  • 8. total CO2 concentration anthropogenic CO2 biospheric CO2 global background CO2 Footprint for Heidelberg CO2 concentration components for Heidelberg Footprint (estimation of source area) for the station Heidelberg and simulated CO2 time series for this station for June 2011 Ute Karstens, CP8 STILT footprint visualization https://data.icos-cp.eu/stilt/
  • 9. • Findable – assign persistent IDs, provide rich metadata, register in a searchable resource... • Accessible – Retrievable by their ID using a standard protocol, metadata remain accessible even if data aren’t... • Interoperable – Use formal, broadly applicable languages, use standard vocabularies, qualified references... • Reusable – Rich, accurate metadata, clear licences, provenance, use of community standards... www.force11.org/group/fairgroup/fairprinciples FAIR data
  • 10. Clear Data license for ICOS-data products: Creative Commons Attribution 4.0 International You are free to: Share — copy and redistribute the material in any medium or format Adapt — remix, transform, and build upon the material for any purpose, even commercially. The licensor cannot revoke these freedoms as long as you follow the license terms. Under the following terms: Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • 11. To have data and make them - Usable, also on the long-term - Exchangeable - Citable Have to follow international standards and use open software Eg. on - Metadata; INSPIRE/ISO19115/DataCite - Data object identification (PID: EPIC/DOI) - Citation standards: DataCite, THOR - Use of standardized keywords International standards: 11
  • 12. “ICOS needs an easily maintained cataloguing system to hold information about stations, people, instruments, data objects, documents...” From idea to implementation
  • 13. “ICOS needs an easily maintained cataloguing system to hold information about stations, people, instruments, data objects, documents...” semantic web approach! • No existing setup 100% applicable -> own development • Prov-O as a model/inspiration • Protegé tool used to build ontologies -> OWL • Web application w. instantiation of ontologies, built with Scala (Java) • Sesame triple store database (now Eclipse RDF4J) <- RDF • Make all info available via a SparQL end point for use by humans and machines (ICOS and external parties) • Export metadata to (any) catalogue system (eg. ENVRI+ and EUDAT) From idea to implementation
  • 14.
  • 15. 15 Challenges: - Transparency and provenance: description of dataflow from sensor to data-set for ‘optimal’ (re-)use of data. - But what is ‘complete’ ? - Optimal reference/citation system to data sources (through PID’s): working towards a good practice by users as well as a functioning system. - Administration of usage tracking
  • 17. Greenhouse gas exchange between Oceans and Atmosphere [courtesy: Dorothee Bakker] ICOS Carbon Portal | www.icos-cp.eu
  • 18. x4 Tair, CO2, H2O profile Tsoil, WCsoil profile Sonic u,v,w + state variables radiation components fluxes (CO2, H2O, tau) CO2, H2O, CH4, CO conc. ’Additional data’: Leaf area index Biomass increment Litterfall Soil chemistry Other meteorological ... Combined ecosystem & atmospheric sites Tower instrumentation 18
  • 19. ICOS/Carbon Portal principles • Interoperability • Internal across themes (air, ecosystem, ocean) • Other (EU) infrastructures • Global domain • Curation • Provenance • Transparency • Open data • Web standards • Involvement of and interaction with users 19
  • 20. Links •Carbon Portal code https://github.com/ICOS-Carbon-Portal •Thredds WMS client http://thredds.icos-cp.eu/ •Data view example https://data.icos-cp.eu/portal/#view •Station map https://static.icos-cp.eu/share/stations/
  • 21. ICOS Central Facilities and their (heterogeneous) data streams • Atmosphere (ATC) • High precision and accuracy atmospheric concentrations • Calibrated at WMO certified mole fraction scales • CO2, CH4 and N2O, isotopes and associated tracers (CO, 222Rn) • Ocean (OTC) • pCO2 observations from oceans and seas • Ecosystems (ETC) • Ecosystem flux observations for CO2 (,CH4, N2O) • Analysis of soil and vegetation samples • Calibration Lab (CAL) • Provision of working standards, QA • Flask sample analysis • 14C analysis 21