D-B_I.1.2: Observation Data Synthesis Report (Focus: Data Quality)
Michael Weimer
Analytics
- 1 1 Scope of this document
- 2 2 Overview of observational GHG datasets in Module B_I
- 2.1 2.1 IAGOS in-situ data (WP-B_I.2)
- 2.2 2.2 ICOS in-situ data (WP-B_I.2 and WP-B_I.3)
- 2.3 2.3 ICOS flux data (WP-B_I.3)
- 2.4 2.4 TERENO flux data (WP-B_I.3)
- 2.5 2.5 Sentinel-5 Precursor XCH4 data (WP-B_I.4)
- 2.6 2.6 FOCAL OCO-3 XCO2 data (WP-B_I.5)
- 2.7 2.7 Synthetic CO2M XCO2 data (WP-B_I.5)
- 2.8 2.8 Satellite carbon monoxide data (WP-B_I.6)
- 2.9 2.9 Satellite NO2 data (WP-B_I.6)
- 2.10 2.10 Land surface satellite data (WP-B_I.7)
- 2.11 2.11 Synthetic MERLIN XCH4 data (WP-B_I.8)
- 3 3 Overview of observational GHG datasets in Module B_II
- 3.1 3.1 FeaVita
- 3.2 3.2 FTIR
- 3.3 3.3 HISAT
- 3.4 3.4 ISOMONEAE
- 3.5 3.5 PeatSens
1 Scope of this document
This document is deliverable D-B_I.1.2 of the ITMS work package WP-B_I.1 and provides an overview of all observational datasets to be generated in ITMS Modules B_I and B_II. It is intended to serve as an entry point showing a concise summary of all necessary information about each dataset, especially for Modules M and Q&S. It provides information about the interface to the Modules M and Q&S. Specifically, it shows for each dataset how it is (planned to be) accessed by Modules M and Q&S, where the data can be found, which parameters are relevant for the project, what is the current status of the dataset and which work packages of Modules M and Q&S will need the data. Additionally, it provides contact information to responsible partners and brief descriptions of the datasets. References are listed in each subsection for the datasets. For questions to specific datasets, please contact the responsible partners listed in each subsection for the respective dataset.
In ITMS-B, we defined five performance indicators (PIs): documentation, timeliness, integration in ITMS, primary data quality parameter, and secondary data quality parameter, which are provided as tables in this report. As there are different requirements for the ITMS-B data products, the quality parameters are product-specific. In accordance with values accepted in the literature and the requirements of ITMS, threshold values were defined for each PI and each data product, allowing a rating of 1 (worst) to 10 (best).
2 Overview of observational GHG datasets in Module B_I
2.1 IAGOS in-situ data (WP-B_I.2)
Responsible partners
MPI-BGC, Dr. habil. Christoph Gerbig, @Christoph Gerbig
Primary Work Packages in ITMS
https://itmsgermany.atlassian.net/browse/IB-17
Data description
In-situ measurements along flight corridors with profiles at German airports. About 75 flights per month all over the world, with a subset in and over Germany (Petzold et al., 2015). Many instruments measuring the respective gases with temporal sampling usually in the order of a few seconds. Different instrumentation for IAGOS-CARIBIC (instrumented container deployed once or twice per month) and IAGOS-CORE (instruments permanently installed onboard a fleet of aircraft). For further details, also about uncertainties of the instruments, see e.g. Petzold et al. (2015). Measurements started in the 90’s within the research projects MOZAIC and CARIBIC. More and improved instrumentation has been developed and implemented within IAGOS since 2005. An overview of the various parameters can be found here: https://www.iagos.org/iagos-data/
Parameters of particular relevance for ITMS
Of particular interest for ITMS are the greenhouse gases (continuous CO2 and CH4 from IAGOS-CORE and IAGOS-CARIBIC as well as analysis of flasks collected within IAGOS-CARIBIC for CO2, CH4, N2O, SF6, and isotopes 13C and 18O in CO2) reactive gases (O3, CO, NOx, NOy) from both, IAGOS-CORE and IAGOS-CARIBIC. IAGOS-CORE data final data is usually available 1 year after the observation date, NRT data available approximately in 1-3 months, depending on the variable. IAGOS-CARIBIC data provision is currently (April 2023) on hold as the instrument is in platform transition period. For availability of the data for specific time frames consider this page: https://iagos.aeris-data.fr/download/
Data format
The data are available as text files or in netcdf. Detailed description of the format can be found here: https://iagos.aeris-data.fr/download/
Data access and interface definition
Information about the data access for IAGOS can be found here : https://iagos.aeris-data.fr/download/. Data include near-real-time (NRT) data from IAGOS-CORE as also provided to CAMS, however, those are not yet of interest to ITMS in this phase. Module M will be using GHG data from IAGOS-CORE, first as diagnostics of the models developed within the module and in the future as an observational constraint.
Schedule of data delivery
Note: As of April 2024, IAGOS-CARIBIC is in the process of implementation on a new airborne platform, namely Airbus A350. This requires multiple design and certification procedures to be completed, without a definite completion date on the horizon. We have excluded IAGOS-CARIBIC data delivery dates in the table below.
Date | Deliverable | Data specification |
---|
Date | Deliverable | Data specification |
---|---|---|
04/2024 | D-B1.2.2 | CO2, CH4, CO (Level2: 201X - 03.2023, NRT 04.2023 - 2024) |
04/2025 | D-B1.2.3 | CO2, CH4, CO (Level2: 201X - 03.2024, NRT 04.2024 - 2025) |
04/2026 | D-B1.2.4.1 | CO2, CH4, CO (Level2: 201X - 03.2025, NRT 04.2025 - 2026) |
Performance indicator (PI) definitions
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|---|---|---|---|---|
10 | SOP + peer reviewed publication (1) | NRT (24h) | automatic data access (2) | fulfills WMO compatibility goal | > 75 % |
9 |
| week -1 |
|
| > 70 % |
8 |
|
|
|
| > 65 % |
7 |
| month -1 |
| fulfills WMO extended compatibility goal | > 60 % |
6 | ITMS Annual Data Report | year -1 | manual data access |
| > 55 % |
5 |
| year -2 |
|
| > 50 % |
4 |
| irregular access |
|
| > 40% |
3 |
|
|
|
| > 30% |
2 |
|
|
|
| > 20% |
1 | no documentation | legacy data only, no new data | personal communication |
| < 20% |
Comments This table is applicable to CO2, CH4 and CO, and the scores (marked by green color) correspond to the period 2021 - 3/2024. (1) (i) STANDARD OPERATION PROCEDURE FOR THE IAGOS‐CORE GREENHOUSE GASES (GHG) INSTRUMENT (P2D) (ii) Description of measurement system and QA/QC: Filges et al., 2015.
|
Usage in Module M
https://itmsgermany.atlassian.net/browse/IM-5
Usage in Module Q&S
Currently no Work Packages in Module Q&S.
References
Petzold, A., Valerie Thouret, Christoph Gerbig, Andreas Zahn, Carl A. M. Brenninkmeijer, Martin Gallagher, Markus Hermann, Marc Pontaud, Helmut Ziereis, Damien Boulanger, Julia Marshall, Philippe Nédélec, Herman G. J. Smit, Udo Friess, Jean-Marie Flaud, Andreas Wahner, Jean-Pierre Cammas, Andreas Volz-Thomas & IAGOS TEAM (2015) Global-scale atmosphere monitoring by in-service aircraft – current achievements and future prospects of the European Research Infrastructure IAGOS, Tellus B: Chemical and Physical Meteorology, 67:1, DOI:10.3402/tellusb.v67.28452
2.2 ICOS in-situ data (WP-B_I.2 and WP-B_I.3)
Responsible partners
DWD, Dr. Dagmar Kubistin, @Dagmar Kubistin
DWD, Dr. Jennifer Müller-Williams, @Jennifer.Mueller-Williams
Primary Work Packages in ITMS
https://itmsgermany.atlassian.net/browse/IB-17
https://itmsgermany.atlassian.net/browse/IB-18
Data description
Continuous in-situ observations of the greenhouse gases CO2 and CH4 at 12 tall towers distributed over Germany (ICOS Handbook, 2022) fulfilling the data quality objectives of the World Meteorological Organisation (WMO GAW Report No. 255, 2020) with CO2 better than 0.1 ppmv and CH4 better than 2 ppbv (ICOS RI 2020, Levin et al., 2020). Continuous N2O and CO data are available from 11 German ICOS Atmosphere Stations with an extended data quality objective of 0.3 ppbv for N2O and 2 ppbv for CO. The data is available as dry mole fraction with a typical cycle of 5 mins at each level and provided within 24 hours with automatic quality control (Level 1 NRT data, https://data.icos-cp.eu/portal/ ). Manually and ICOS community approved ICOS data (Level 2) are available once a year at the end of June (https://data.icos-cp.eu/portal/ ). Data from the neighbouring countries are also available via the ICOS Carbon Portal.
The ICOS observations have been successively expanded starting with 2015 at HPB. Detailed description of the metadata is provided by the ICOS Carbon portal . Pre-ICOS data exists for several stations, with historical data going back to 1972 (e.g. SSL, https://doi.org/10.18160/CEC4-CAGK )
The sensors for CO2 and CH4 measurements are commercial cavity ring-down spectroscopy instruments at all German ICOS sites. N2O and CO observations are performed by commercial instruments based on off-axis integrated cavity output spectroscopy or cavity ring-down spectroscopy.
Data volume per year: ICOS data search (icos-cp.eu) shows for Germany there are 416 files available (186 NRT files, growing in size up to the annual L2 data release and 230 L2 files, currently varying in size from 2KB to 2MB depending on timeseries length and type of data (flask vs continuous time series).
Data format
Semicolon-separated ASCII, with #-prefixed multi-line header and machine readable landing page at the ICOS Carbon Portal. Interest of Modules M and Q&S probably in the level 1 near real time data. Higher time resolution is possible on request.
Parameters of particular relevance for ITMS
Continuous in-situ concentration measurements of CO2, CH4, CO, N2O. Discrete C14(CO2) observations (~weekly at noon time, with 1 hour integration time), and integrated C14 observations (fortnight) at six ICOS Class 1 stations. ICOS Class 1 stations also provide discrete observations ~every third day (noon time, 1 hour integration time) of SF6 and H2. Four tall tower sites will also provide NOx observations from 2026. Eight sites with 222Rn continuous observations. All stations provide meteorological parameters (wind speed and direction, humidity, air pressure, ambient air temperature)
Data access and interface definition
Data can be accessed via https://data.icos-cp.eu/portal/ . Depending on the needs of the partners in Module M, higher time resolution in the order of minutes is possible.
Schedule of data delivery
Date | Deliverable | Data specification |
---|
Date | Deliverable | Data specification |
---|---|---|
04/2024 | D-B1.2.2 | CO2, CH4, N2O (Level2: 201X- 03.2023, NRT 04.2023-2024) |
04/2025 | D-B1.2.3 | CO2, CH4, N2O (Level2: 201X- 03.2024, NRT 04.2024-2025), NOx (2025) |
04/2026 | D-B1.2.4.1 | CO2, CH4, N2O (Level2: 201X- 03.2025, NRT 04.2024-2026), NOx (2025 + 2026) |
Performance indicator (PI) definitions
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|---|---|---|---|---|
10 | peer reviewed publications/product user guide (1) | NRT (24 h) (2) | machine-accessible data portal (4) | fulfills compatibility goal | >70% |
9 |
| week -1 |
|
| 69% |
8 |
| month-1 |
|
| <60% |
7 |
| year-1 (3) |
|
|
|
6 | ITMS Reports complete |
|
|
| <50% |
5 |
| year-2 | manually accessible data portal | fulfills extended compatibility goal |
|
4 |
|
|
|
| <40% |
3 |
|
|
|
|
|
2 |
|
|
|
|
|
1 | no docu | no regular schedule | manual interactions needed on both sides | otherwise or no estimate | otherwise or no estimate |
Comments This table is applicable to CO2 only. (1) (i) Description of data processing: Hazan et al., 2016 https://amt.copernicus.org/articles/9/4719/2016/. (ii) Description of QA/QC: Yver-Kwok et al., 2021. https://amt.copernicus.org/articles/14/89/2021/amt-14-89-2021.pdf (2) (i) Data quality NRT https://www.icos-cp.eu/data-services/data-collection/data-levels-quality (ii) Link to NRT datasets of DWD stations https://data.icos-cp.eu/portal/#%7B%22filterCategories%22%3A%7B%22project%22%3A%5B%22icos%22%5D%2C%22level%22%3A%5B1%2C2%5D%2C%22stationclass%22%3A%5B%22ICOS%22%5D%2C%22theme%22%3A%5B%22atmosphere%22%5D%2C%22station%22%3A%5B%22iAS_GAT%22%2C%22iAS_STE%22%2C%22iAS_TOH%22%2C%22iAS_LIN%22%2C%22iAS_HPB%22%2C%22iAS_JUE%22%2C%22iAS_KIT%22%2C%22iAS_HEL%22%2C%22iAS_OXK%22%5D%2C%22type%22%3A%5B%22atcN2oNrtGrowingDataObject%22%2C%22atcCh4NrtGrowingDataObject%22%2C%22atcCo2NrtGrowingDataObject%22%5D%7D%7D (3) (i) Data Quality L2 https://www.icos-cp.eu/data-services/data-collection/data-levels-quality, (ii) Obspack data products: CO2 & CH4 https://www.icos-cp.eu/data-products (4) ICOS Carbon Portal http://www.icos-cp.eu/ , https://www.icos-cp.eu/data-services/about-data-portal/how-to-use (5) (i) Compatibility goals definition in WMO GGMT report https://library.wmo.int/idurl/4/57135 , (ii) ATC data products on target deviations for network https://icos-atc.lsce.ipsl.fr/product/P0035.7/ and individual stations https://icos-atc.lsce.ipsl.fr/product/P0035.6.3/ (6) based on ATC QC data product - % Air valid last 3 months - https://icos-atc.lsce.ipsl.fr/product/P0035.2.3/ current status March/April/May 2024 |
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|---|---|---|---|---|
10 | peer reviewed publications/product user guide (1) | NRT (24 h) (2) | machine-accessible data portal (4) | fulfills compatibility goal | >70% |
9 |
| week -1 |
|
| 69% |
8 |
| month-1 |
|
| <60% |
7 |
| year-1 (3) |
|
|
|
6 | ITMS Reports complete |
|
|
| <50% |
5 |
| year-2 | manually accessible data portal | fulfills extended compatibility goal |
|
4 |
|
|
|
| <40% |
3 |
|
|
|
|
|
2 |
|
|
|
|
|
1 | no docu | no regular schedule | manual interactions needed on both sides | otherwise or no estimate | otherwise or no estimate |
Comments This table is applicable to CH4 only. (1) (i) Description of data processing: Hazan et al., 2016 https://amt.copernicus.org/articles/9/4719/2016/. (ii) Description of QA/QC: Yver-Kwok et al., 2021. https://amt.copernicus.org/articles/14/89/2021/amt-14-89-2021.pdf (2) (i) Data quality NRT https://www.icos-cp.eu/data-services/data-collection/data-levels-quality (ii) Link to NRT datasets of DWD stations https://data.icos-cp.eu/portal/#%7B%22filterCategories%22%3A%7B%22project%22%3A%5B%22icos%22%5D%2C%22level%22%3A%5B1%2C2%5D%2C%22stationclass%22%3A%5B%22ICOS%22%5D%2C%22theme%22%3A%5B%22atmosphere%22%5D%2C%22station%22%3A%5B%22iAS_GAT%22%2C%22iAS_STE%22%2C%22iAS_TOH%22%2C%22iAS_LIN%22%2C%22iAS_HPB%22%2C%22iAS_JUE%22%2C%22iAS_KIT%22%2C%22iAS_HEL%22%2C%22iAS_OXK%22%5D%2C%22type%22%3A%5B%22atcN2oNrtGrowingDataObject%22%2C%22atcCh4NrtGrowingDataObject%22%2C%22atcCo2NrtGrowingDataObject%22%5D%7D%7D (3) (i) Data Quality L2 https://www.icos-cp.eu/data-services/data-collection/data-levels-quality, (ii) Obspack data products: CO2 & CH4 https://www.icos-cp.eu/data-products, (4) ICOS Carbon Portal http://www.icos-cp.eu/ , https://www.icos-cp.eu/data-services/about-data-portal/how-to-use (5) (i) Compatibility goals definition in WMO GGMT report https://library.wmo.int/idurl/4/57135 , (ii) ATC data products on target deviations for network https://icos-atc.lsce.ipsl.fr/product/P0035.7/ and individual stations https://icos-atc.lsce.ipsl.fr/product/P0035.6.3/ (6) based on ATC QC data product - % Air valid last 3 months - https://icos-atc.lsce.ipsl.fr/product/P0035.2.3/ current status March/April/May 2024 |
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|
Usage in Module M
https://itmsgermany.atlassian.net/browse/IM-2
https://itmsgermany.atlassian.net/browse/IM-5
https://itmsgermany.atlassian.net/browse/IM-6
https://itmsgermany.atlassian.net/browse/IM-8
Usage in Module Q&S
Currently no Work Packages in Module Q&S.
References
ICOS Handbook, 2022, https://www.icos-cp.eu/sites/default/files/2022-03/ICOS_Handbook_2022_web.pdf
WMO/GAW Report No. 255, 20 th WMO/IAEA Meeting on Carbon Dioxide, Other Greenhouse
Gases and Related Measurement Techniques (GGMT-2019), 2020, https://library.wmo.int/doc_num.php?explnum_id=10353ICOS RI (2020): ICOS Atmosphere Station Specifications V2.0 (editor: O. Laurent). ICOS ERIC. https://doi.org/10.18160/GK28-2188
Levin, I., Karstens, U., Eritt, M., Maier, F., Arnold, S., Rzesanke, D., Hammer, S., Ramonet, M., Vítková, G., Conil, S., Heliasz, M., Kubistin, D., and Lindauer, M.: A dedicated flask sampling strategy developed for Integrated Carbon Observation System (ICOS) stations based on CO2 and CO measurements and Stochastic Time-Inverted Lagrangian Transport (STILT) footprint modelling, Atmos. Chem. Phys., 20, 11161–11180, doi:10.5194/acp-20-11161-2020, 2020.
ICOS data at ICOS Carbon portal database, https://data.icos-cp.eu/portal/
2.3 ICOS flux data (WP-B_I.3)
Responsible partners
Thünen Institute, Dr. Christian Brümmer, @Christian Brümmer
Thünen Institute, Dr. John Akubia, @John Akubia
Primary Work Packages in ITMS
https://itmsgermany.atlassian.net/browse/IB-18
Data description
ICOS flux data represents 30-min estimates of CO2 and water vapor exchange between the land surface and the atmosphere based on the eddy-covariance method. Currently, i.e. in the year 2023, there are 20 flux stations in the German ICOS terrestrial ecosystem network. Thirteen of these stations are labelled, either as Class-1 (n=3) or as so-called associated (n=10) sites.
Class-1 sites provide near-real-time data, whereas data from associated sites are published as Level-2 data products twice a year. The official ICOS time series for each station start during the period when the station was labelled, which means that there is a different start date for each site. First sites were labelled in 2018. Data volume per site and year is approximately 30 to 50 MB at a half-hourly time resolution.
The station network covers the most abundant land uses in Germany. Currently the ICOS Germany ecosystem network covers 8 forest, 6 grassland, 4 crop, 1 peatland, and 1 urban site distributed in a cluster-based approach across Germany. For geographical location, see map on https://www.icos-cp.eu/ .
Every station is equipped with a sonic anemometer and a fast-response gas analyzer for in-situ measurements of CO2 and H2O mixing ratios. Class-1 sites use the Gill HS anemometer and the LI-7200 enclosed-path gas analyzer. Further devices include radiometers, air and soil temperature and moisture probes, soil heat flux plates, and rain gauges. The latter instruments are used for the meteorological parameters that are monitored at each site.
Uncertainty estimates are given in the data files. Detailed description about the uncertainty estimation can be found in Pastorello et al. (2020).
Parameters of particular relevance for ITMS
Currently, i.e. in the year 2023, the stations are equipped with CO2 and H2O analyzers. CH4 and N2O are planned for Class-1 sites where the respective gas is relevant, for example CH4 at natural peatlands or N2O at fertilized grasslands and crop sites.
Data processing
Class-1 ICOS sites:
Near-real-time data is directly provided to the ICOS-ETC, where the data is processed centrally by ETC by applying the standardized FLUXNET protocol (ONEFlux).
Class-2 ICOS sites/ICOS-associated:
Associated sites send to ETC half-hourly data (processed with EddyPro or another software). The data must not be filled, and they can be filtered only for issues not reported by the standard quality check (Foken qc). All following processing (despiking, star filtering, gap filling, partitioning, etc.) is done centrally by ETC applying the standardized FLUXNET protocol (ONEFlux).
Once a year, ETC releases the processed data (L2 products) for all datasets of Associated sites that have completed the labelling phase and are, therefore, officially ICOS sites. The data are made available to users in the ICOS Carbon Portal. Additionally, the data is transferred to the main databases, e.g. FLUXNET and European Fluxes Database Cluster.
Non-ICOS sites:
The non-ICOS send data in the same way as the ICOS-associated sites to the European Fluxes Database Cluster (EFDC). Half-hourly data processed with EddyPro or other software must be sent without using ustar filters, without gap filling, etc.. (but filtered for disturbances not included in the Foken quality flags, such as rain).
The format in which the data is sent is also the same, and in the case of the EFDC, you can find it in the guidelines (Here). The data is received by the DB and then processed with the same FLUXNET protocol (ONEFlux), producing filtered, gap-filled, and partitioned data. EFDC is working on distributing this data on the ICOS portal itself, but this has not yet been implemented.
Data format
Comma-separated .csv file with one header line. Format description, metadata, and information on variables are given in the “…VARINFO…” files and on the landing pages of each flux station. Further details are in Pastorello et al. (2020).
The interest in Modules M is probably in the level 1 near real-time data.
The interest in Module Q&S is in long-term data of different sites.
Data access and interface definition
Data from the labelled stations are available in the ICOS Carbon Portal, https://data.icos-cp.eu/portal/. Sites from before 2018, so-called pre-ICOS data, may be available through the European Fluxes Database Cluster, http://www.europe-fluxdata.eu/home, also for sites that have not yet received an official ICOS label. The specific interface for Modules M and Q&S has to be discussed further, and it depends on the needs of these modules.
Schedule of data delivery
Date | Deliverable | Data specification |
---|
Date | Deliverable | Data specification |
---|---|---|
04/2024 | D-B1.3.2 | Level-2 Data products (i.e., Biomet and CO2/H2O fluxes) for all labelled sites; time range is site-specific, starting from the year of labelling to 12/2023, half-hourly time resolution |
04/2025 | D-B1.3.3 | Level-2 Data products (i.e., Biomet and CO2/H2O fluxes) for all labelled sites; time range is site-specific, starting from the year of labelling to 12/2024, half-hourly time resolution |
04/2026 | D.B1.3.4.1 | Level-2 Data products (i.e., Biomet and CO2/H2O fluxes) for all labelled sites; time range is site-specific, starting from the year of labelling to 12/2025, half-hourly time resolution |
Performance indicator (PI) definitions
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|
Score | Docu. | Timeliness | Integration | Primary | Secondary |
---|---|---|---|---|---|
10 | Peer-reviewed publication1 | NRT (daily)2 | Fully machine-accessible from data portal2 | >90% | >85% |
9 |
| weekly |
|
|
|
8 |
| monthly |
|
|
|
7 |
| yearly3 |
| 80-90% | >75% |
6 | ITMS Reports complete |
|
|
|
|
5 |
| biennial | Manually accessible from data portal3 | 70-80% |
|
4 |
|
|
| 60-70% | >60% |
3 |
|
|
|
|
|
2 |
|
|
| 50-60% |
|
1 | No documentation | No regular schedule | Manual and provider-specific interactions required | <50% | <50% |
Comments 1Pastorello et al. (2020) The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data. Sci Data 7:225, DOI:10.1038/s41597-020-0534-3 2For labelled and classified sites (Class 1 and 2) 3For associated or non-ICOS sites on FLUXNET 4Based on ICOS Annual Report, Section Report by ETC on ecosystem raw data coverage, latest version from 2023 |
Usage in Module M
Currently no Work Packages in Module M.
Usage in Module Q&S
https://itmsgermany.atlassian.net/browse/IQS-26
References
ICOS Handbook, 2022, https://www.icos-cp.eu/sites/default/files/2022-03/ICOS_Handbook_2022_web.pdf
ICOS Ecosystem Thematic Centre documentation: http://www.icos-etc.eu/icos/documents/instructions
ICOS data at ICOS Carbon portal database, https://data.icos-cp.eu/portal/
Pastorello G, Trotta C, Canfora E, Chu H, Christianson D, Cheah Y-W, Poindexter C, Chen J, Elbashandy A, Humphrey M, Isaac P, Polidori D, Ribeca A, van Ingen C, Zhang L, Amiro BD, Ammann C, Brümmer C, Lucas-Moffat AM, Schrader F, et al (2020) The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data. Sci Data 7:225, DOI:10.1038/s41597-020-0534-3
2.4 TERENO flux data (WP-B_I.3)
Responsible partners
KIT, Dr. Ralf Kiese, @Ralf Kiese
KIT, Dr. Hannes Imhof, @Hannes Imhof
Primary Work Packages in ITMS
https://itmsgermany.atlassian.net/browse/IB-18
Data description
Flux estimations from in-situ eddy-covariance measurements at specific stations distributed over Germany. Most of the TERENO stations of interest for ITMS are on the same time TERENO and ICOS Class 1/2 labelled and classified sites. Therefore, for descriptions we refer to the ICOS sites, see Section 2.3 ICOS flux data.
A limited amount of TERENO sites are on-top of the ICOS sites Class 1/2 sites, they are either associated ICOS sites, non-ICOS sites on FLUXNET or non-ICOS sites on the European Flux Database. Such sites do partially flux data calculations not by the highly standardized ONEFLUX protocol. Currently, the ETC (ICOS) is also endeavouring to provide flux measurements from ICOS-associated and non-ICOS sites that are based on the ONEFLUX process chain. These activities are currently ongoing, and it can be expected in the further course of ITMS Phase 2 to 3 that a number of sites not currently reporting to the ONEFLUX Protocol will provide data with ONEFLUX processing.
Parameters of particular relevance for ITMS
Fluxes of CO2, H2O, CH4 and N2O especially with respect to process studies in Module Q&S.
Data format
See ICOS Portal and description in Section 2.3.
Data processing
See description in Section 2.3.
Data access and interface definition
The TERENO data of co-located ICOS stations are available via the ICOS Data Portal: https://data.icos-cp.eu/portal/. Non-ICOS site TERENO data is available via the European Flux Database Cluster http://www.europe-fluxdata.eu/.
Schedule of data delivery
Date | Deliverable | Data specification |
---|
Date | Deliverable | Data specification |
---|---|---|
04/2024 | D-B1.3.2 |
|
04/2025 | D-B1.3.3 |
|
04/2026 | D.B1.3.4.1 |
|
Currently a transition of the data processing chain is developed.
EFDC/ICOS-ETC are developing a data chain to allow the allow the upload of fluxes (without gap-filling & quality control) to the European Flux Database. The rest of the process is then done via the ONEFLUX protocol.
This process is currently not entirely rolled out. Therefore data processing parameters (primary quality parameter) cannot be stated in general and needs to considered for each dataset individually.
Performance indicator (PI) definitions
Score | Docu. | Timeliness | Integration | Primary
| Secondary |
---|
Score | Docu. | Timeliness | Integration | Primary
| Secondary |
---|---|---|---|---|---|
10 | Peer-reviewed publication1 | NRT (daily)2 | Fully machine-accessible from data portal2 | Complete ONEFUX (2) | >90%2 |
9 |
| weekly |
|
|
|
8 |
| monthly |
|
|
|
7 |
| yearly3 |
|
| 80-90% |
6 | ITMS Reports complete |
|
| Flux calculation by in house/site-specific + quality check and gap filling by ONEFLUX 3/4 |
|
5 |
| biennial | Manually accessible from data portal3 |
| 70-80% |
4 |
|
|
|
| 60-70%3/4 |
3 |
|
|
|
|
|
2 |
|
|
| entire flux calculation by in-house /site-specific 3/4 | 50-60% |
1 | No documentation | No regular schedule | Manual and provider-specific interactions required |
| <50% |
Comments 1Pastorello et al. (2020) The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data. Sci Data 7:225, DOI:10.1038/s41597-020-0534-3 2For labelled and classified sites (Class 1 and 2) 3/4For associated or non-ICOS sites on FLUXNET 3/4For associated or non-ICOS sites on European Flux Database Cluster during transition time |
Usage in Module M
Currently no Work Packages in Module M.
Usage in Module Q&S
https://itmsgermany.atlassian.net/browse/IQS-22
https://itmsgermany.atlassian.net/browse/IQS-26
References
3 Overview of observational GHG datasets in Module B_II
3.1 FeaVita
3.2 FTIR
3.3 HISAT
HISAT will generate two datasets of relevance within ITMS.
3.4 ISOMONEAE
3.5 PeatSens