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Mapping of abiotic stresses in
rice production systems
Characterization of target environments

Sander Zwart
GIS / remote sensing / water resources

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Presentation outline
1. Introduction to spatial analysis at AfricaRice +
link to STRASA
2. Advances and goals for abiotics stress
mapping
3. Partnerships and way forward

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
AfricaRice GIS unit:
•
•
•

Started in 2010
Basically started from scratch
Currently 1 researcher, 1 PDF, 3 research
assistants

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
Research priorities at AfricaRice GIS unit:
1. Mapping rice and rice ecologies
(upland/lowland/mangrove/deep water)
2. Mapping the potential for rice development
3. Mapping biotic and abiotic stresses in rice
production systems (current and under
climate change)
STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
Objective #6: Scaling up Seed Multiplication,
Dissemination, Varietal Tracking & Impact
assessment
AC6.2 Map rice producing areas affected by
single and multiple abiotic stresses
AC6.2.1 identification of new extrapolation
domains for wet and dry seasons in SSA for
expansion of rice areas using the newly
developed single and multiple stress tolerant
varieties (STRVs)
STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
Objective #6: Scaling up Seed Multiplication,
Dissemination, Varietal Tracking & Impact
assessment
AC6.2.2 Identify areas affected by multiple
stresses (flash flood+ stagnant flood; flash flood
+ drought; flash flood + salinity) using remote
sensing, GIS and ground truthing and shared
with agriculture departments, marketing and
other agencies involved in seed dissemination

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
Major on-going activities at AfricaRice
• Mapping rice using radar satellite images
• Mapping inland valley / lowland systems
using Digitial Elevation Models
• Mappping potential for development of rice
systems in inland valley systems
• Mapping abiotic stresses in rice production
systems
STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
Mapping rice using so-called radar satellite
images
Cases studies:
• Irrigated rice in Senegal
• Rainfed rice in Benin
Next years expanding to other parts of Africa.

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Rice classification:
The rice classified
areas are shown in
pink colour; they are
draped over the
previous RGB colour
composite.

Location of the
validation points:

Dagana

Green pentagons
represent land cover
other than rice.
Yellow dots represent
rice crops.
Spatial analysis at AfricaRice
Mapping rice inland valley systems using digital
elevation models:
• Benin, Togo, Sierra Leone, Liberia, Nigeria,
Mali, Burkina Faso
• West-Africa validated country maps and
statistics by 2018

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis – Mapping inland valleys

Remote Sensing – Beyond Images
14-15 December 2013, Mexico City
Spatial analysis – Mapping inland valleys

Remote Sensing – Beyond Images
14-15 December 2013, Mexico City
Spatial analysis – Mapping inland valleys

Remote Sensing – Beyond Images
14-15 December 2013, Mexico City
Spatial analysis at AfricaRice

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Presentation outline
1. Introduction to spatial analysis at AfricaRice +
link to STRASA
2. Advances and goals for abiotics stress
mapping
3. Partnerships and way forward

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Drought
Cold / heat stresses
Submergence
Salinity
Iron toxicity
Options for mapping: survey results or spatial
analysis results using remote sensing and GIS?

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Drought
Cold / heat stresses
Submergence
Salinity
Iron toxicity

Requires meteorological data from
stations and remote sensing:
• Temperature (minimum / maximum)
• Precipitation
• Evapotranspiration

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Preparation of inputs: meteorological data bases
- Collecting daily measurements of 300 stations
and creating data base (finished)
- Hand-over of adjusted
NASA/POWER data base
from IRRI (finished)

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Preparation of inputs: meteorological data bases
- Collecting daily measurements of 300 stations
and creating data base (finished)
- Hand-over of adjusted NASA/POWER data
base from IRRI (finished)
- Downloading / importing / validating of remote
sensing products of precipitation and
evapotranpiration (on-going)
STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Preparation of inputs: meteorological data bases
- Collecting daily measurements of 300 stations
and creating data base (finished)
- Hand-over of adjusted NASA/POWER data
base from IRRI (finished)
- Downloading / importing / validating of remote
sensing products of precipitation and
evapotranpiration (on-going)
STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Preparation of inputs: rice growing seasons
Where and when is rice growing?
Crop phenology (windows for planting / vegetative
stage / harvest)

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Peak of planting date
(Julian day)
Preparation of inputs: rice growing seasons

Where and when is rice growing?
Crop phenology (planting / vegetative / harvest)

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Cold / heat stresses
Data sources:
• spatial data base of minimum and maximum
temperature (NASA/Power)
• General growing seasons of rice

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Heat stress
Thresholds, duration and critical rice growth stage
Daytime heat stress
Nighttime heat stress

Vegetative

Tmax > 35 °C for 10 days
during this period
Tmin > 25 °C for 15 days during this period

Reproductive

Ripening
Abiotic stress mapping
Cold / heat stresses

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Cold / heat stresses
• 35oC threshold of air temperature is valid for
humid climates
• In dry, Sahelian climates not valid due
transpirational cooling of the plants
• New model is being developed incorporating
relative humidity to derive spikelet temperature

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Submergence
• Sub1 gene allows plants to be subermegent up
to two weeks without yields loss
• Type of floods: stagnant floods or flash floods
of several days up to two weeks
• Requires characterization of flood events in
lowland ecology

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Submergence
Tools, simple hydrological model that can assess
submergence events based on:
• Digital elevation model
• Lowland area
• Precipitation from remote sensing

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Submergence

precipitation

Lowland areas

IHAS
hydrological
model

Digital
Elevation
Model

Floods characterized:
• Timing of event
• Depth
• Frequency

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Abiotic stress mapping
Salinity – no strategy developed yet
Drought – assessment of exisiting drought
indicators and use similar approach as
temperature stress mapping (growing season,
spatial data, assess frequency of drought over last
30 years)

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Way forward
• Many efforts have been made on preparation of
input data, not yet on mapping the stresses
• Limited human and financial resources
• (already) strong collaboration with IRRI’s GIS
lab will be intensified to develop, test and
implement common approaches for mapping
abiotic stresses
STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Spatial analysis at AfricaRice
Objective #6: Scaling up Seed Multiplication,
Dissemination, Varietal Tracking & Impact
assessment
AC6.2.2 Identify areas affected by multiple
stresses (flash flood+ stagnant flood; flash flood
+ drought; flash flood + salinity) using remote
sensing, GIS and ground truthing and shared
with agriculture departments, marketing and
other agencies involved in seed dissemination

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Partnerships and way forward
• Webmapping is an option to disseminate maps
on occurence and frequency of stresses
• Pro-active approach towards extension
services, agricultural departments, farmer
organizations, seed producers and sellers to
gain interest in the tools and maps that will be
developed

STRASA Phase III - Africa planning workshop
February 28 - March 1, 2014 - Cotonou, Benin
Thank you! Merci!
Center of Excellence for Rice Research

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Mapping of abiotic stresses in rice production system - creating target environments for rice breeders

  • 1. Mapping of abiotic stresses in rice production systems Characterization of target environments Sander Zwart GIS / remote sensing / water resources STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 2. Presentation outline 1. Introduction to spatial analysis at AfricaRice + link to STRASA 2. Advances and goals for abiotics stress mapping 3. Partnerships and way forward STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 3. Spatial analysis at AfricaRice AfricaRice GIS unit: • • • Started in 2010 Basically started from scratch Currently 1 researcher, 1 PDF, 3 research assistants STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 4. Spatial analysis at AfricaRice Research priorities at AfricaRice GIS unit: 1. Mapping rice and rice ecologies (upland/lowland/mangrove/deep water) 2. Mapping the potential for rice development 3. Mapping biotic and abiotic stresses in rice production systems (current and under climate change) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 5. Spatial analysis at AfricaRice Objective #6: Scaling up Seed Multiplication, Dissemination, Varietal Tracking & Impact assessment AC6.2 Map rice producing areas affected by single and multiple abiotic stresses AC6.2.1 identification of new extrapolation domains for wet and dry seasons in SSA for expansion of rice areas using the newly developed single and multiple stress tolerant varieties (STRVs) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 6. Spatial analysis at AfricaRice Objective #6: Scaling up Seed Multiplication, Dissemination, Varietal Tracking & Impact assessment AC6.2.2 Identify areas affected by multiple stresses (flash flood+ stagnant flood; flash flood + drought; flash flood + salinity) using remote sensing, GIS and ground truthing and shared with agriculture departments, marketing and other agencies involved in seed dissemination STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 7. Spatial analysis at AfricaRice Major on-going activities at AfricaRice • Mapping rice using radar satellite images • Mapping inland valley / lowland systems using Digitial Elevation Models • Mappping potential for development of rice systems in inland valley systems • Mapping abiotic stresses in rice production systems STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 8. Spatial analysis at AfricaRice Mapping rice using so-called radar satellite images Cases studies: • Irrigated rice in Senegal • Rainfed rice in Benin Next years expanding to other parts of Africa. STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 9. Rice classification: The rice classified areas are shown in pink colour; they are draped over the previous RGB colour composite. Location of the validation points: Dagana Green pentagons represent land cover other than rice. Yellow dots represent rice crops.
  • 10. Spatial analysis at AfricaRice Mapping rice inland valley systems using digital elevation models: • Benin, Togo, Sierra Leone, Liberia, Nigeria, Mali, Burkina Faso • West-Africa validated country maps and statistics by 2018 STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 11. Spatial analysis at AfricaRice STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 12. Spatial analysis – Mapping inland valleys Remote Sensing – Beyond Images 14-15 December 2013, Mexico City
  • 13. Spatial analysis – Mapping inland valleys Remote Sensing – Beyond Images 14-15 December 2013, Mexico City
  • 14. Spatial analysis – Mapping inland valleys Remote Sensing – Beyond Images 14-15 December 2013, Mexico City
  • 15. Spatial analysis at AfricaRice STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 16. Presentation outline 1. Introduction to spatial analysis at AfricaRice + link to STRASA 2. Advances and goals for abiotics stress mapping 3. Partnerships and way forward STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 17. Abiotic stress mapping Drought Cold / heat stresses Submergence Salinity Iron toxicity Options for mapping: survey results or spatial analysis results using remote sensing and GIS? STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 18. Abiotic stress mapping STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 19. Abiotic stress mapping STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 20. Abiotic stress mapping STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 21. Abiotic stress mapping STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 22. Abiotic stress mapping STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 23. Abiotic stress mapping STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 24. Abiotic stress mapping Drought Cold / heat stresses Submergence Salinity Iron toxicity Requires meteorological data from stations and remote sensing: • Temperature (minimum / maximum) • Precipitation • Evapotranspiration STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 25. Abiotic stress mapping Preparation of inputs: meteorological data bases - Collecting daily measurements of 300 stations and creating data base (finished) - Hand-over of adjusted NASA/POWER data base from IRRI (finished) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 26. Abiotic stress mapping Preparation of inputs: meteorological data bases - Collecting daily measurements of 300 stations and creating data base (finished) - Hand-over of adjusted NASA/POWER data base from IRRI (finished) - Downloading / importing / validating of remote sensing products of precipitation and evapotranpiration (on-going) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 27. Abiotic stress mapping Preparation of inputs: meteorological data bases - Collecting daily measurements of 300 stations and creating data base (finished) - Hand-over of adjusted NASA/POWER data base from IRRI (finished) - Downloading / importing / validating of remote sensing products of precipitation and evapotranpiration (on-going) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 28. Abiotic stress mapping Preparation of inputs: rice growing seasons Where and when is rice growing? Crop phenology (windows for planting / vegetative stage / harvest) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 29. Abiotic stress mapping Peak of planting date (Julian day) Preparation of inputs: rice growing seasons Where and when is rice growing? Crop phenology (planting / vegetative / harvest) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 30. Abiotic stress mapping Cold / heat stresses Data sources: • spatial data base of minimum and maximum temperature (NASA/Power) • General growing seasons of rice STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 31. Heat stress Thresholds, duration and critical rice growth stage Daytime heat stress Nighttime heat stress Vegetative Tmax > 35 °C for 10 days during this period Tmin > 25 °C for 15 days during this period Reproductive Ripening
  • 32. Abiotic stress mapping Cold / heat stresses STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 33. Abiotic stress mapping Cold / heat stresses • 35oC threshold of air temperature is valid for humid climates • In dry, Sahelian climates not valid due transpirational cooling of the plants • New model is being developed incorporating relative humidity to derive spikelet temperature STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 34. Abiotic stress mapping Submergence • Sub1 gene allows plants to be subermegent up to two weeks without yields loss • Type of floods: stagnant floods or flash floods of several days up to two weeks • Requires characterization of flood events in lowland ecology STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 35. Abiotic stress mapping Submergence Tools, simple hydrological model that can assess submergence events based on: • Digital elevation model • Lowland area • Precipitation from remote sensing STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 36. Abiotic stress mapping Submergence precipitation Lowland areas IHAS hydrological model Digital Elevation Model Floods characterized: • Timing of event • Depth • Frequency STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 37. Abiotic stress mapping Salinity – no strategy developed yet Drought – assessment of exisiting drought indicators and use similar approach as temperature stress mapping (growing season, spatial data, assess frequency of drought over last 30 years) STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 38. Way forward • Many efforts have been made on preparation of input data, not yet on mapping the stresses • Limited human and financial resources • (already) strong collaboration with IRRI’s GIS lab will be intensified to develop, test and implement common approaches for mapping abiotic stresses STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 39. Spatial analysis at AfricaRice Objective #6: Scaling up Seed Multiplication, Dissemination, Varietal Tracking & Impact assessment AC6.2.2 Identify areas affected by multiple stresses (flash flood+ stagnant flood; flash flood + drought; flash flood + salinity) using remote sensing, GIS and ground truthing and shared with agriculture departments, marketing and other agencies involved in seed dissemination STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 40. Partnerships and way forward • Webmapping is an option to disseminate maps on occurence and frequency of stresses • Pro-active approach towards extension services, agricultural departments, farmer organizations, seed producers and sellers to gain interest in the tools and maps that will be developed STRASA Phase III - Africa planning workshop February 28 - March 1, 2014 - Cotonou, Benin
  • 41. Thank you! Merci! Center of Excellence for Rice Research