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Soil Spectroscopy in the Africa Soil
Information Service
Getting the best out of light
[WG1] Soil Monitoring for Mankind and Environment Safety
20th World Congress of Soil Science, 8 – 13 June 2014, Jeju, Korea
Keith D Shepherd, Land Health Decisions
World Agroforestry Centre (ICRAF), Nairobi, Kenya
Earth Institute, Columbia University (adjunct)
Surveillance Science
• Measure frequency of problems and associated risk factors in
populations using statistical sampling designs & standardized
measurement protocols
UNEP. 2012. Land Health Surveillance: An Evidence-
Based Approach to Land Ecosystem Management.
Illustrated with a Case Study in the West Africa
Sahel. United Nations Environment Programme,
Nairobi.
http://www.unep.org/dewa/Portals/67/pdf/LHS_Rep
ort_lowres.pdf
Identify problem
Develop case
defintition
Develop
screening test(s)
Measure prevalence
(no. cases/area)
Measure incidence
(no. cases/area/time)
Confirm risk factors
Measure
environmental
correlates
Differentiate risk
factors
Infrared
spectroscopy
Shepherd KD and Walsh MG (2007) Infrared
spectroscopy—enabling an evidence-based
diagnostic surveillance approach to agricultural
and environmental management in developing
countries. Journal of Near Infrared Spectroscopy
15: 1-19.
Africa Soil
Information Service
Consistent field
protocol
Soil spectroscopy
Coupling with
remote sensingPrevalence, Risk factors, Digital
Sentinel sites
Randomized sampling schemes
Data & soil library management
Barcoding
Soil archiving system
1.2 km shelving holds over 40 t of soil
Spectral shape relates to basic soil properties
• Mineral composition
• Iron oxides
• Organic matter
• Water (hydration,
hygroscopic, free)
• Carbonates
• Soluble salts
• Particle size distribution
 Functional properties
Field spectroscopy
Shepherd KD and Walsh MG. (2002) Development of
reflectance spectral libraries for characterization of
soil properties. Soil Science Society of America
Journal 66:988-998.
Infrared spectroscopy
Dispersive VNIR FT-NIR FT-MIR Robotic FT-MIR Portable
Handheld MIR Mobile phone devices
Brown D, Shepherd KD, Walsh MG (2006). Global soil
characterization using a VNIR diffuse reflectance library
and boosted regression trees. Geoderma 132:273–290.
Shepherd KD and Walsh MG (2007) Infrared
spectroscopy—enabling an evidence-based diagnostic
surveillance approach to agricultural and environmental
management in developing countries. Journal of Near
Infrared Spectroscopy 15: 1-19.
Terhoeven-Urselmans T, Vagen T-G, Spaargaren O,
Shepherd KD. 2010. Prediction of soil fertility properties
from a globally distributed soil mid-infrared spectral
library. Soil Sci. Soc. Am. J. 74:1792–1799
Spectral fingerprinting
Total X-ray fluorescence
spectroscopy
X-ray diffraction
spectroscopy
Mineral Semi-
quant
(%)
Quartz
Albite
Microcline
Kaolinite
Hematite
Muscovite
Diopside
69.2
5.0
4.3
9.9
2.8
4.3
4.6
Infrared spectroscopy
Laser diffraction
particle size analysis
Main AfSIS workflow, products & services overview
Markus Walsh, AfSIS
Markus Walsh, AfSIS
Africa Soil
Information Service
www.africasoils.net
On-line Spectral Prediction Engine
Bayesian Additive Regression Trees
Jiehua Chen & William Wu
Columbia University
On-line Spectral Prediction Engine
Bayesian Additive Regression Trees
Africa Spectral Lab Network
•IAMM, Mozambique
•AfSIS, Sotuba, Mali
•AfSIS, Salien, Tanzania
•AfSIS, Chitedze, Malawi
•CNLS, Nairobi, Kenya
•CNRA, Abidjan, Cote D’Ivoire
•KARI, Nairobi, Kenya
•ICRAF, Yaounde, Cameroon
•Obafemi Awolowo University,
Ibadan, Nigeria
•IAR, Zaria, Nigeria
•ATA, Addis Ababa, Ethiopia (6)
•IITA, Ibadan, Nigeria
•IITA, Yaounde, Cameroon
•IER, Arusha, Tanzania
•FMARD, Nigeria
•CNLS, Nairobi, Kenya
•BLGG, Kenya (mobile)
Land Health
Surveillance
Out-scaling
Tibetan Plateau/ Mekong
Vital signs
Cocoa - CDIParklands Malawi
National surveillance
systems
Regional Information Systems
Project baselines
EthioSis
Rangelands E/W AfricaSLM Cameroon MICCA EAfrica
Global-Continental Monitoring Systems
Evergreen Ag / Horn of Africa
CRP pan-tropical sites
AfSIS
Futures
• Capacity building
• Spatial-spectral prediction of soil properties
• Direct prediction of management response
• Low cost mobile devices

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Soil Spectroscopy in the Africa Soil Information Service: Getting the best out of light

  • 1. Soil Spectroscopy in the Africa Soil Information Service Getting the best out of light [WG1] Soil Monitoring for Mankind and Environment Safety 20th World Congress of Soil Science, 8 – 13 June 2014, Jeju, Korea Keith D Shepherd, Land Health Decisions World Agroforestry Centre (ICRAF), Nairobi, Kenya Earth Institute, Columbia University (adjunct)
  • 2. Surveillance Science • Measure frequency of problems and associated risk factors in populations using statistical sampling designs & standardized measurement protocols UNEP. 2012. Land Health Surveillance: An Evidence- Based Approach to Land Ecosystem Management. Illustrated with a Case Study in the West Africa Sahel. United Nations Environment Programme, Nairobi. http://www.unep.org/dewa/Portals/67/pdf/LHS_Rep ort_lowres.pdf Identify problem Develop case defintition Develop screening test(s) Measure prevalence (no. cases/area) Measure incidence (no. cases/area/time) Confirm risk factors Measure environmental correlates Differentiate risk factors Infrared spectroscopy Shepherd KD and Walsh MG (2007) Infrared spectroscopy—enabling an evidence-based diagnostic surveillance approach to agricultural and environmental management in developing countries. Journal of Near Infrared Spectroscopy 15: 1-19.
  • 3. Africa Soil Information Service Consistent field protocol Soil spectroscopy Coupling with remote sensingPrevalence, Risk factors, Digital Sentinel sites Randomized sampling schemes
  • 4. Data & soil library management Barcoding Soil archiving system 1.2 km shelving holds over 40 t of soil
  • 5. Spectral shape relates to basic soil properties • Mineral composition • Iron oxides • Organic matter • Water (hydration, hygroscopic, free) • Carbonates • Soluble salts • Particle size distribution  Functional properties
  • 6. Field spectroscopy Shepherd KD and Walsh MG. (2002) Development of reflectance spectral libraries for characterization of soil properties. Soil Science Society of America Journal 66:988-998.
  • 7. Infrared spectroscopy Dispersive VNIR FT-NIR FT-MIR Robotic FT-MIR Portable Handheld MIR Mobile phone devices Brown D, Shepherd KD, Walsh MG (2006). Global soil characterization using a VNIR diffuse reflectance library and boosted regression trees. Geoderma 132:273–290. Shepherd KD and Walsh MG (2007) Infrared spectroscopy—enabling an evidence-based diagnostic surveillance approach to agricultural and environmental management in developing countries. Journal of Near Infrared Spectroscopy 15: 1-19. Terhoeven-Urselmans T, Vagen T-G, Spaargaren O, Shepherd KD. 2010. Prediction of soil fertility properties from a globally distributed soil mid-infrared spectral library. Soil Sci. Soc. Am. J. 74:1792–1799
  • 8. Spectral fingerprinting Total X-ray fluorescence spectroscopy X-ray diffraction spectroscopy Mineral Semi- quant (%) Quartz Albite Microcline Kaolinite Hematite Muscovite Diopside 69.2 5.0 4.3 9.9 2.8 4.3 4.6 Infrared spectroscopy
  • 10. Main AfSIS workflow, products & services overview Markus Walsh, AfSIS
  • 11. Markus Walsh, AfSIS Africa Soil Information Service www.africasoils.net
  • 12. On-line Spectral Prediction Engine Bayesian Additive Regression Trees Jiehua Chen & William Wu Columbia University
  • 13. On-line Spectral Prediction Engine Bayesian Additive Regression Trees
  • 14. Africa Spectral Lab Network •IAMM, Mozambique •AfSIS, Sotuba, Mali •AfSIS, Salien, Tanzania •AfSIS, Chitedze, Malawi •CNLS, Nairobi, Kenya •CNRA, Abidjan, Cote D’Ivoire •KARI, Nairobi, Kenya •ICRAF, Yaounde, Cameroon •Obafemi Awolowo University, Ibadan, Nigeria •IAR, Zaria, Nigeria •ATA, Addis Ababa, Ethiopia (6) •IITA, Ibadan, Nigeria •IITA, Yaounde, Cameroon •IER, Arusha, Tanzania •FMARD, Nigeria •CNLS, Nairobi, Kenya •BLGG, Kenya (mobile)
  • 15. Land Health Surveillance Out-scaling Tibetan Plateau/ Mekong Vital signs Cocoa - CDIParklands Malawi National surveillance systems Regional Information Systems Project baselines EthioSis Rangelands E/W AfricaSLM Cameroon MICCA EAfrica Global-Continental Monitoring Systems Evergreen Ag / Horn of Africa CRP pan-tropical sites AfSIS
  • 16. Futures • Capacity building • Spatial-spectral prediction of soil properties • Direct prediction of management response • Low cost mobile devices

Editor's Notes

  1. A quick reminder of our conceptual framework and tools, we work by a set of surveillance science principles, which are similar to those used in public health surveillance – which emphasize quantifying health problems and associated risk factors in populations. We implement those science principles through a set of tools, which encompass use of randomized, landscape level sampling schemes. The use of consistent field sampling protocols so we collect data on land health indicators in the same way everywhere. The use of soil spectroscopy methods to provide high throughput low cost analysis of key soil health metrics, centred on soil functional properties. Coupling of the field and lab observations with remote sensing data, to provide consistent data on the population distributions and prevalence of land health problems, associated risk factors and digital mapping of indicators.