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Yusuf YIGINI, PhD - FAO, Land and Water Division (CBL)
GSP - Eurasian Soil
Partnership - Dijital
Toprak Haritalama ve
Modelleme Egitimi
Izmir, Turkiye
21-25 Agustos 2017
Global Soil Organic Carbon Map
(GSOCmap)
GSOCmap
➢ First test round of the Global Soil Information System following a
bottom-up approach.
Role of Soil Organic Carbon (SOC)
Critical functions
Soil Organic Carbon Data
▪ The GSP is currently tasked to provide support on soil carbon
issues
▪ Request from the SPI-UNCCD to ITPS to prepare a Global Soil
Organic Carbon map as a contribution to the SDG indicator
15.3.1.
▪ It’s part of the ongoing activities to establish the Global Soil
Information System under the Pillar 4.
▪ Need to empower member countries to develop their own
national soil information using state of the art techniques.
▪ It’s crucial to make a SOC Baseline available considering the
dynamic nature of soils.
Why GSOCmap?
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Köchy, 2015
According to the data recorded in the HWSD the total SOC stock were computed
separately for the topsoil layer (0 - 30cm) and the subsoil layers (30 - 100cm). Where
the soil depth was less than 100cm stocks were computed to that depth. The SOC
stocks thus computed for the two layers were then combined to provide an estimate of
SOC stock in t ha-1 to a nominal depth of 1m
R. Hiederer, M. Köchy 2012
UNEP-WCMC updated Global Carbon Map
The updated global carbon map improves upon the rather coarse data on soil carbon (IGBP-DIS 2000) that were
used in UNEP’s Carbon and biodiversity: a demonstration atlas (Kapos et al. 2008). A global map of estimated
soil carbon stocks to 1m depth was generated based on the soil organic carbon and bulk density values
included in the HWSD (FAO/IIASA/ISRIC/ISS-CAS/JRC 2009). The data in the HWSD were adjusted and
missing data filled in where possible. It therefore provides a better tool for visualising the distribution of carbon
stocks, which are dominated by soil stocks in some parts of the world such as boreal peatlands and tropical
swamps.
Scharlemann, J.P.W., R. Hiederer, V. Kapos and C. Ravilious (2011) UN Environment World Conservation Monitoring Centre
Updated Global Carbon Map.
A system for automated soil mapping based on global
compilation of soil profile data and publicly available
remote sensing data.
SoilGrids is a system for automated soil mapping based
on state-of-the-art spatial predictions methods. SoilGrids
predictions are based on globally fitted models using soil
profile and environmental covariate data. Currently,
SoilGrids.org serves a collection of updatable soil
property and class maps of the world at 1 km / 250 m
spatial resolutions produced using automated soil
mapping based on machine learning algorithms.
SoilGrids data (GeoTiffs) can be obtained either via the
web-mapping interface at www.soilgrids.org, via FTP.
To download the complete global maps please use the
FTP service:
ftp.soilgrids.org - FTP Service (Global GeoTiffs)
SoilGrids.org — Web Service (GeoTiff Tiles)
GlobalSOCStocks
NATIONAL EFFORTS
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Many recent national and regional SOC maps were developed; (at least 70
publications from 50 countries), with improved national data bases and upscaling
models
Poland 50,000 samples
Slovakia 16,636 soil profiles
Denmark 45,000 samples
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
● Precise and reliable global view on soil organic carbon (SOC) is
needed under different UN conventions and related processes
● Soil carbon is key indicator related to water and nutrient
dynamics of soils, its decomposer activity, and the physical soil
structure/stability.
● A combination of reliable national SOC estimates around the
globe can provide a new baseline on the currently existing SOC
density.
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
● Country-driven approach
● Generate SOC soil grids : use existing soil profile data and soil
(polygon) maps, combined with digital soil mapping
● Build on existing national capacities and extend these
● Develop first indicator for the Global Soil Information
System (GSIS) - GSP demonstration project
GSOCMap–Capacity
Development
Technical
Documents
Data
Supply
Online
Support
Training
s
Roadmap: ...provides definitions and
specifications for the GSOCMap
products.
This document provides background
and detailed specifications about the
required data sources and
methodologies.
The specifications were jointly
prepared with International Network
of Soil information Institutions .
GSOCmap - Technical Specifications
Roadmap:
... provides
• generic methodologies and the technical
steps to produce a SOC map.
• step-by-step guidance from data
preparation to developing 1 km grids for
SOC stocks.
• the compilation and pre-processing of
auxiliary spatial data sets, upscaling
methodologies, and uncertainty assessments.
Guidance is mainly specific to soil carbon data,
but also contains many generic sections on soil
grid development due to its relevance for other
soil properties.
GSOCmap - Technical Documents
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Specifications
http://www.fao.org/3/a-bp164e.pdf
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Country-driven
approach
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
If there are countries with a complete lack of SOC
measurements, a sampling campaign may be
conducted in representative soil types under typical land
use. Due to the limited time available to produce the
global SOC map, however, this cannot be done in a
sufficiently representative manner.
!
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Data sources for SOC mapping
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
Analytical methods to determine
SOM and SOC
● Total soil carbon from dry combustion with higher
temperatures (elementary analysis)
● Total soil organic matter (SOM) (dry combustion by Loss on
Ignition)
● SOC from wet oxidation
Calculation of SOC stocks for sampling locations
and target soil depth
The amount of fine earth is one of the basic parameters to estimate SOC stocks in the
mineral soil as well as in peat layers. This amount depends on the volume of soil
considered (depth x reference area), the bulk density (BD) of the soil, and the stone
content.
BD Estimation
The following approaches may be used to derive
bulk density:
a) BD could be measured after sampling (report if
stones were present in top soil samples, and thus
in the sampling cylinders, and whether these were
considered or not)
BD Estimation
b) Calculated using appropriate pedo-transfer
functions (provide reference to specify which
function or estimation method was used)
BD Estimation
c) Use of default values from literature (provide
citation, level of disaggregation)
Stoniness
Approaches to derive the stone content include:
a) Direct measurement from soil samples (weight of
stones in a sample of known volume; if used,
provide method and thresholds for material sizes)
Stoniness
Approaches to derive the stone content include:
b) Estimated during field work (if the stone content
has been estimated using %-classes, it would be
important to share the class codes)
Stoniness
c) Cited values from literature (e.g. typical values
per soil type and depth (provide sources)
Target Depth
The target depth is 30 cm. It represents the topsoil
most susceptible to management effects.
If data are available for soil horizons, or according
to country-specific depth classes, additional
calculations have to be made to refer values to a
soil block of 0-30 cm
STOCK Calculations
Stock Calculations
Spatial dimension: upscaling approaches
a) Basic methodologies There are many possible upscaling procedures. All
procedures will be accepted for the global SOC map as long as the depth
dimension (0-30 cm) and the minimum spatial dimension (grid/raster 1 km) is
fulfilled. However, the preferred upscaling method is digital soil mapping (DSM).
In contrast to conventional upscaling, DSM allows the quantification of
uncertainties. In addition, DSM-based SOC maps would conform to Pillar 4
specifications for soil grids (thus also GSM specifications).
Upscaling Methods
Space-Time
Temporal dimension: use of existing legacy data,
baselines, and future updating
The long-term objective of the Global Soil Partnership is to
enable global soil monitoring, and ultimately to update the
SWRS report. This objective is fully in line with the needs to
update sink/source assessments under UNFCCC/IPCC and
the monitoring of SDG indicators (which also includes SOC).
Therefore, in the design of this new initiative for SOC
mapping, the temporal dimension needs to be considered.
The UNFCCC has established 1990 as the reference
year/baseline.
Documentation
The source data used and the methodologies for
SOC mapping should be well-documented. A
template has been shared in the cookbook manual
and an excel template will be developed and
provided separately through the GSP Portal.
Specifications 1 to 5 above serve as orientation for
the metadata documentation.
Data security
A GSP-Data Policy (Intellectual Property Rights) is
currently being prepared by the Pillar 4 Working
Group to ensure that the GSP data sharing
principles – as mentioned in the Pillar 4 Plan of
Action and Implementation plan – are fully
respected. All national data will remain under the
ownership of the data providers and shared data
will only be used for the global SOC map.
Data security
An agreed IP Policy was
jointly prepared during the
INSII workshops and has
been endorsed at the
5th GSP Plenary Assembly
in June 2017.
Data Sharing Policy
• Data shared by countries will be collected by the
GSP Secretariat.
• The GSP data policy will ensure that the national
data policies are fully respected.
• Data can be shared using common GIS formats
and metadata should be compiled in an excel file
(template has been provided through the
cookbook).
Data Delivery (30/09/2017)
• National Soil Organic Carbon Map
• Uncertainties
• Metadata
• One Page Report
GSOCmap Product Timeline
Expected Coverage
GSOCmap – Online Support
GSOCmap Technical Support
Functional E-mail Box
Technical Inquires, Support!
GSP-GSOC-Map@fao.org
GSOCMap is not just a map!
Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
It supports the development and
empowerment of national capacities
to build their National Soil Information
Systems.
VIDEO PRESENTATIONS
Tunisi
a
Ukraine
Kazakhstan
MozambiqueBolivia
Mozambique Mr Orlando Jalane
Tunisia Ms Farida Manjou
Next :
Introduction to the Training : Background, Scope and
the Extent
Yusuf Yigini, GSP
yusuf.yigini@fao.org

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2. Soil organic carbon - GSOCmap

  • 1. Yusuf YIGINI, PhD - FAO, Land and Water Division (CBL) GSP - Eurasian Soil Partnership - Dijital Toprak Haritalama ve Modelleme Egitimi Izmir, Turkiye 21-25 Agustos 2017
  • 2. Global Soil Organic Carbon Map (GSOCmap)
  • 3. GSOCmap ➢ First test round of the Global Soil Information System following a bottom-up approach.
  • 4. Role of Soil Organic Carbon (SOC) Critical functions
  • 6. ▪ The GSP is currently tasked to provide support on soil carbon issues ▪ Request from the SPI-UNCCD to ITPS to prepare a Global Soil Organic Carbon map as a contribution to the SDG indicator 15.3.1. ▪ It’s part of the ongoing activities to establish the Global Soil Information System under the Pillar 4. ▪ Need to empower member countries to develop their own national soil information using state of the art techniques. ▪ It’s crucial to make a SOC Baseline available considering the dynamic nature of soils. Why GSOCmap?
  • 7. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya Köchy, 2015
  • 8. According to the data recorded in the HWSD the total SOC stock were computed separately for the topsoil layer (0 - 30cm) and the subsoil layers (30 - 100cm). Where the soil depth was less than 100cm stocks were computed to that depth. The SOC stocks thus computed for the two layers were then combined to provide an estimate of SOC stock in t ha-1 to a nominal depth of 1m R. Hiederer, M. Köchy 2012
  • 9. UNEP-WCMC updated Global Carbon Map The updated global carbon map improves upon the rather coarse data on soil carbon (IGBP-DIS 2000) that were used in UNEP’s Carbon and biodiversity: a demonstration atlas (Kapos et al. 2008). A global map of estimated soil carbon stocks to 1m depth was generated based on the soil organic carbon and bulk density values included in the HWSD (FAO/IIASA/ISRIC/ISS-CAS/JRC 2009). The data in the HWSD were adjusted and missing data filled in where possible. It therefore provides a better tool for visualising the distribution of carbon stocks, which are dominated by soil stocks in some parts of the world such as boreal peatlands and tropical swamps. Scharlemann, J.P.W., R. Hiederer, V. Kapos and C. Ravilious (2011) UN Environment World Conservation Monitoring Centre Updated Global Carbon Map.
  • 10.
  • 11. A system for automated soil mapping based on global compilation of soil profile data and publicly available remote sensing data. SoilGrids is a system for automated soil mapping based on state-of-the-art spatial predictions methods. SoilGrids predictions are based on globally fitted models using soil profile and environmental covariate data. Currently, SoilGrids.org serves a collection of updatable soil property and class maps of the world at 1 km / 250 m spatial resolutions produced using automated soil mapping based on machine learning algorithms.
  • 12.
  • 13.
  • 14. SoilGrids data (GeoTiffs) can be obtained either via the web-mapping interface at www.soilgrids.org, via FTP. To download the complete global maps please use the FTP service: ftp.soilgrids.org - FTP Service (Global GeoTiffs) SoilGrids.org — Web Service (GeoTiff Tiles)
  • 16. NATIONAL EFFORTS Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya Many recent national and regional SOC maps were developed; (at least 70 publications from 50 countries), with improved national data bases and upscaling models Poland 50,000 samples Slovakia 16,636 soil profiles Denmark 45,000 samples
  • 17. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya ● Precise and reliable global view on soil organic carbon (SOC) is needed under different UN conventions and related processes ● Soil carbon is key indicator related to water and nutrient dynamics of soils, its decomposer activity, and the physical soil structure/stability. ● A combination of reliable national SOC estimates around the globe can provide a new baseline on the currently existing SOC density.
  • 18. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya ● Country-driven approach ● Generate SOC soil grids : use existing soil profile data and soil (polygon) maps, combined with digital soil mapping ● Build on existing national capacities and extend these ● Develop first indicator for the Global Soil Information System (GSIS) - GSP demonstration project
  • 20. Roadmap: ...provides definitions and specifications for the GSOCMap products. This document provides background and detailed specifications about the required data sources and methodologies. The specifications were jointly prepared with International Network of Soil information Institutions . GSOCmap - Technical Specifications
  • 21. Roadmap: ... provides • generic methodologies and the technical steps to produce a SOC map. • step-by-step guidance from data preparation to developing 1 km grids for SOC stocks. • the compilation and pre-processing of auxiliary spatial data sets, upscaling methodologies, and uncertainty assessments. Guidance is mainly specific to soil carbon data, but also contains many generic sections on soil grid development due to its relevance for other soil properties. GSOCmap - Technical Documents
  • 22. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya Specifications http://www.fao.org/3/a-bp164e.pdf
  • 23. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya Country-driven approach
  • 24. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
  • 25. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
  • 26. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya
  • 27. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya If there are countries with a complete lack of SOC measurements, a sampling campaign may be conducted in representative soil types under typical land use. Due to the limited time available to produce the global SOC map, however, this cannot be done in a sufficiently representative manner. !
  • 28. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya Data sources for SOC mapping
  • 29. Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya Analytical methods to determine SOM and SOC ● Total soil carbon from dry combustion with higher temperatures (elementary analysis) ● Total soil organic matter (SOM) (dry combustion by Loss on Ignition) ● SOC from wet oxidation
  • 30.
  • 31. Calculation of SOC stocks for sampling locations and target soil depth The amount of fine earth is one of the basic parameters to estimate SOC stocks in the mineral soil as well as in peat layers. This amount depends on the volume of soil considered (depth x reference area), the bulk density (BD) of the soil, and the stone content.
  • 32. BD Estimation The following approaches may be used to derive bulk density: a) BD could be measured after sampling (report if stones were present in top soil samples, and thus in the sampling cylinders, and whether these were considered or not)
  • 33. BD Estimation b) Calculated using appropriate pedo-transfer functions (provide reference to specify which function or estimation method was used)
  • 34. BD Estimation c) Use of default values from literature (provide citation, level of disaggregation)
  • 35. Stoniness Approaches to derive the stone content include: a) Direct measurement from soil samples (weight of stones in a sample of known volume; if used, provide method and thresholds for material sizes)
  • 36. Stoniness Approaches to derive the stone content include: b) Estimated during field work (if the stone content has been estimated using %-classes, it would be important to share the class codes)
  • 37. Stoniness c) Cited values from literature (e.g. typical values per soil type and depth (provide sources)
  • 38. Target Depth The target depth is 30 cm. It represents the topsoil most susceptible to management effects. If data are available for soil horizons, or according to country-specific depth classes, additional calculations have to be made to refer values to a soil block of 0-30 cm
  • 41.
  • 42. Spatial dimension: upscaling approaches a) Basic methodologies There are many possible upscaling procedures. All procedures will be accepted for the global SOC map as long as the depth dimension (0-30 cm) and the minimum spatial dimension (grid/raster 1 km) is fulfilled. However, the preferred upscaling method is digital soil mapping (DSM). In contrast to conventional upscaling, DSM allows the quantification of uncertainties. In addition, DSM-based SOC maps would conform to Pillar 4 specifications for soil grids (thus also GSM specifications).
  • 44.
  • 45. Space-Time Temporal dimension: use of existing legacy data, baselines, and future updating The long-term objective of the Global Soil Partnership is to enable global soil monitoring, and ultimately to update the SWRS report. This objective is fully in line with the needs to update sink/source assessments under UNFCCC/IPCC and the monitoring of SDG indicators (which also includes SOC). Therefore, in the design of this new initiative for SOC mapping, the temporal dimension needs to be considered. The UNFCCC has established 1990 as the reference year/baseline.
  • 46.
  • 47. Documentation The source data used and the methodologies for SOC mapping should be well-documented. A template has been shared in the cookbook manual and an excel template will be developed and provided separately through the GSP Portal. Specifications 1 to 5 above serve as orientation for the metadata documentation.
  • 48. Data security A GSP-Data Policy (Intellectual Property Rights) is currently being prepared by the Pillar 4 Working Group to ensure that the GSP data sharing principles – as mentioned in the Pillar 4 Plan of Action and Implementation plan – are fully respected. All national data will remain under the ownership of the data providers and shared data will only be used for the global SOC map.
  • 49. Data security An agreed IP Policy was jointly prepared during the INSII workshops and has been endorsed at the 5th GSP Plenary Assembly in June 2017.
  • 50. Data Sharing Policy • Data shared by countries will be collected by the GSP Secretariat. • The GSP data policy will ensure that the national data policies are fully respected. • Data can be shared using common GIS formats and metadata should be compiled in an excel file (template has been provided through the cookbook).
  • 51. Data Delivery (30/09/2017) • National Soil Organic Carbon Map • Uncertainties • Metadata • One Page Report
  • 54. GSOCmap – Online Support GSOCmap Technical Support Functional E-mail Box Technical Inquires, Support! GSP-GSOC-Map@fao.org
  • 55. GSOCMap is not just a map! Training on Digital SOC Mapping, 3-7 July, Nairobi, Kenya It supports the development and empowerment of national capacities to build their National Soil Information Systems.
  • 57. Next : Introduction to the Training : Background, Scope and the Extent Yusuf Yigini, GSP yusuf.yigini@fao.org