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International Center for Agricultural Research in the Dry Areas
icarda.org cgiar.org
A CGIAR Research Center
Geo-Big Data and Digital Augmentation for
Accelerating Sustainable Agroecosystems
Spatial Innovations for economically
and ecologically viable solutions
5th General Assembly of the Arab Water Council
17 Mrach, 2019, Cairo, Egypt
Chandrashekhar Biradar, PhD
Head-Geoinformatics Unit
Principal Scientist (Agro-Ecosystems)
icarda.org
The World’s Internet users growing
exponentially. As of June 2018, 55 % of the
world's population has internet access.
Nearly 4 billion people, over half of
the world’s population online at the moment.
2.5
3.0
3.4
4.1
2012------2014-------2016-------2017--------2019-->
3.8
Global Internet
Population Growth
2012-2018
(in billions)
Source: domo.com
Big Data Growing Bigger
icarda.org
Data is growing
exponentially and
demands new technical
and strategic approaches
to put into right use
You are here
44 zettabytes
unstructured data
2010 2018/2019 2020
structured data
3
IBM ResearchSource: Robin Lougee
icarda.org
4
New era of analytics
Tabulating
Systems
Era
Cognitive
Systems
Era
Programmable
Systems
Era
Conscious
Systems
EraFarm
Focus
icarda.org
Changing Fragile Ecosystems
Changing Water Balance
• Large fluctuation in water balance
• Climate variability and extreme events
• Dominance of mono-cropping / few commodity focus
• Depleted soil organic carbon
Frequent deviation from
long-term averages
2015-162014-15
2000
~2% organic matter
rebuild living soils
Pulsesfor the people and planet
Daal/Falafal
1,250lt
Chicken
4,325
Mutton
5,520
Beef
13,000
Changing diet pattern >> cropping systems
Sustainable alternatives for future food
There is a need for paradigm
shift from more calories per
acre to more health per acre.
Current Diets vs Planetary Health
EAT Lancet Report
From Water Guzzling to Water Saving
food systems with with more nutrition
and health
- more crop per drop ; more yield per acre
- in a inch of land and a bunch of crop
Building inclusive production systems for economically
viable and ecologically sustainable agroecosystems
Big Data driven decisions (space & time) for better strategy for
investment, intervention, implementation and impact
-multi dimensions
-integrated systems
-compound productivity
Ecological intensification
Target specific interventions
Bridging the gaps
Inputs use efficiency
Agricultural policy
Halt degradation
Technology scaling
- food and nutritional security
- resilience and risk reduction
- agro-ecosystem sustainability
- adaption and mitigation
- citizen science and collective actions
- Equitable trade and social security
Resilient Agroecosystems
<<<more health per acre>>>people, animals and soil
Food and Nutrition
EcoAg OrgAg
icarda.org
Strategic Research Priorities
Genetic Resources: Mining crop diversity to develop germplasm resistant
to heat, drought, cold, disease, higher nutrients; International public goods (open access)
Adaption to Climate Change: Conventional and molecular
breeding to develop climate-smart crops and livestock
Building resilience: Integrated crop-livestock farming systems to address
economic, social, and environmental conditions
Promoting value chains, policies: Agriculture as an income-
generating business for many poor smallholder households
Enhancing water, land productivity: Rainfed, irrigated, and
agro-pastoral farming; Reversal of environmental degradation; Enhance intensification
Big
Data
ICTs
Adoption of the SRPs in operational projects
New 9: 5 SRPs + 4 CCTs
Where we work
icarda.org
People
Crops
Livestock
Trees
Country
Region
Fiel
d
Landscape
Farm
Agro-Pastoral
Rainfed
Irrigated
Agricultural Systems
Global Climate (Variability
and Change)
Un-employment
Poverty
Nutrition Security
and Sovereignty
NRMs
Functional
Productivity
Supply Chain
Down
Out
Up
Integrated Agroecosystems combining Component
Research & Systems Research
A multi-scale and multi-criteria R4D
Cairo
Cross-cutting disciplines and trade offs
Platforms
Mode Hyperspectral Multispectral Optical LiDAR LiDAR SAR
Sensor ASD FieldSpec M× Camera APs/UAVs Lidar WorldView-2 Landsat
ETM+
MODIS ICESat* PALSAR
Spectral
resolution
350-2500nm 4 bands 3-4 bands 1264nm 8 bands 7 bands 7/36 bands* 1264 & 532nm L band
Spatial resolution 0.1-1.5m 0.1-0.2m 1-m 20 - 80cm 0.46m Pan;
1.84m MS
15m Pan;
30m MS
250m, 500m,
1000m MS
70m 10m, 20m,
100m
Swath 1-4m 2-10m -- 1-2km 16.4km 185km 2330km 35-250km
Revisit -- -- 3-year -- 1.1 days 16 days 1 day 91 days 46 days
Plant biomass × × × × × × ×
Plant height × × ×
LAI, fPAR, LST × × × × ×
NDVI, EVI, LSWI × × × × × ×
Erosion, Salinity × × × × × × ×
Soil moisture × × × × × ×
Chlolophyll × × × × x ×
Nitrogen × × × × ×
Phosphorous × × ×
Plant water × × × ×
GPP × × × × ×
NPP × × × ×
land cover/use × × × × × × ×
phenology × × x × ×
Irrigation × × × × × × ×
DEM × × × × × ×
Derivatives × × × × ×
Tier 1 AOIs × × × × × × × × ×
Tier 2 action sites × × × × × × ×
Tier 3 AEZs × × × × × ×
Tier 4 Target × × ×
BiochemicalBiophysical
Produc
tion
LULCTerrainScale
RSdata
characteristics
Ground/in-situ Airborne Spaceborne
Optical
Example of One Sensor in each Platform/Scale
Cross-cutting disciplines and trade offs
Digitization of farming systems
Geo-Tagging
Satellite data
Crop data
Climate data
Soil data
Water data
Topography
Demography
Ecological data
…
Mapping
Monitoring
Targeting
Estimating
Forecasting
Warning
Lending
Insurance
Value chains
Carbon-Credits
Data Layers
Computation
Applications
AI
ML
RF IOT
Scalability
Algorithms
Biggest drivers
research & outreach data
Geo-taging and Agro-tagging
Big Data and Citizen Science driven…
Farmers
ha
Governments
Agro-food industryAdvisors
International agencies
Farm Typology and Agrotagging
- Inputs/reuse
- Yield/Production
- Markets/income
- Functional flows
There is a big blackhole in farming systems typology; if we don’t make a strong and
coordinated effort to add this layer the practical applications to farming systems design
and policy advise will remain largely “in the sky”. This is one of the challenge we
want to address in the DryArc interface
AI
ML
Meta Analytics
Big
Data
@ genetics, chemistry, weather, agronomy, trade…
Inclusive
Agroecosystems
Demand driven
Sustainable options
Integration and Interoperability
EcoAg
Build
resilient
agroecosystems
Ecological intensification
Financial inclusion
Resilient cropping systems
better integration of crops, livestock, fish, trees & people
Optimizing resource use by integrated approach
compound intensification in cereal based systems
Right crop at right place and time
Better livelihoods
1. Functional productivity
2. Yield & Rotation
3. Crop growth
4. Incentives
Pixel/Farm/Parcel
A single entity for each &
every developmental
entry point
30m
10m
1.0m
0.3m
Open source
3 days revisit
<Biggest drivers
Agreements
Evolving areas in Big Data
Science for building
inclusive Agroecosystems
Paradigm shift towards economically viable
ecologically sustainable options
Farm Focus
Better integration Better measurements Better modelling Resilient Systems
Rebuilding integrated systems is the key to exponential
efficiency and growth in the world largest and oldest
industry - “agroecosystems”
1983 1985 1987 1989 1991 1993 1995 1997 1999 2001 2003 2005 2007 2009 2011 2013 2015 2017 2018
Monitoring fieldsImaging the past, (re)construct field´s history, retrospective assessments
2019
Moving from narrow sense (yield) to a new
economically and ecologically sound functional model
for well being of the people and the planet…
Geotagging
Agrotagging
Farm typology
Cropping systems
Scaling options
Quantification of Farming Systems @ multiple-scalesDigitalAgPlatform
Realtime mapping for sustainable intensification
From 2000 to current (real-time mapping)
Mapping
Realtime Rice-
Fallows
Soil Moisture and
Water Harvesting
Variety Suitability
Agro-Tagging
Pulses: pulse of sustainability
e.g., Lentil as gap filler,
relay crop, inter crop
Oct 2018 Nov 2018 Dec 2018 Jan 2019 Dry Moist Wet Water
Real-time
rice fallows
Real-time
Soil moisture
High Medium Low NS
Suitable areas
for Lentil in
2018/2019
Seeds
hubs
Daal
mills
Value
chains
Crop
imp.
Storage
units
Real-time monitoring to target site specific interventions (package of practices)
Small farms field the world: food grown in small farms are more healthy, tasty,
nutritious and it helps rebuilding living soils and resilient agroecosystems
Market
Aggr.
Sustainable intensification of the cereal-based systems
26
Rice fallows
Rice fallows
Rice fallows
Rice fallows
Rice fallows
Rice fallows
Rice fallows
DryArc from Dry to Green
27
• Rice fallow under pulses
• Increased income (2-3 times)
• Increased resource use efficiency
• Rebuilding healthy soil and biota
• Better nutrition and health
• Addressing 8 of the 17 SDGs
Compound
productivity
Single
commodity
Productivity(return)
DryArc from Dry to Green
• Agri-food systems is single largest user of fresh water
and is also single strangest lever to address key issues
• Recent advances in Earth Observation System, Open-
Access, Machine Learning, Cloud Computing,
Smartphone, and Citizen Science making Big-Data
analytics much smarter, interoperable and useful ever
before for making spatially informed precision decisions.
• There is a big blackhole in farming systems typology, it
need strong and coordinated efforts to build this layer
for number of modeling, timely decisions and policy
level implications;
• GeoAgro based Eco-Smart Farming Systems Designs
have a high potential in the dry areas
Way forward
Compound
productivity
Single
commodityProductivity(return)
Thank You
c.biradar@cgiar.org
Spatial Informed decisions for targeting research
and development investments for sustainable
and resilient agri-food systems in the dry areas

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Geo-Big Data and Digital Augmentation for Sustainable Agroecosystems

  • 1. International Center for Agricultural Research in the Dry Areas icarda.org cgiar.org A CGIAR Research Center Geo-Big Data and Digital Augmentation for Accelerating Sustainable Agroecosystems Spatial Innovations for economically and ecologically viable solutions 5th General Assembly of the Arab Water Council 17 Mrach, 2019, Cairo, Egypt Chandrashekhar Biradar, PhD Head-Geoinformatics Unit Principal Scientist (Agro-Ecosystems)
  • 2. icarda.org The World’s Internet users growing exponentially. As of June 2018, 55 % of the world's population has internet access. Nearly 4 billion people, over half of the world’s population online at the moment. 2.5 3.0 3.4 4.1 2012------2014-------2016-------2017--------2019--> 3.8 Global Internet Population Growth 2012-2018 (in billions) Source: domo.com Big Data Growing Bigger
  • 3. icarda.org Data is growing exponentially and demands new technical and strategic approaches to put into right use You are here 44 zettabytes unstructured data 2010 2018/2019 2020 structured data 3 IBM ResearchSource: Robin Lougee
  • 4. icarda.org 4 New era of analytics Tabulating Systems Era Cognitive Systems Era Programmable Systems Era Conscious Systems EraFarm Focus
  • 7. Changing Water Balance • Large fluctuation in water balance • Climate variability and extreme events • Dominance of mono-cropping / few commodity focus • Depleted soil organic carbon Frequent deviation from long-term averages 2015-162014-15 2000 ~2% organic matter rebuild living soils
  • 8. Pulsesfor the people and planet Daal/Falafal 1,250lt Chicken 4,325 Mutton 5,520 Beef 13,000 Changing diet pattern >> cropping systems Sustainable alternatives for future food There is a need for paradigm shift from more calories per acre to more health per acre.
  • 9. Current Diets vs Planetary Health EAT Lancet Report From Water Guzzling to Water Saving food systems with with more nutrition and health
  • 10. - more crop per drop ; more yield per acre - in a inch of land and a bunch of crop Building inclusive production systems for economically viable and ecologically sustainable agroecosystems Big Data driven decisions (space & time) for better strategy for investment, intervention, implementation and impact -multi dimensions -integrated systems -compound productivity Ecological intensification Target specific interventions Bridging the gaps Inputs use efficiency Agricultural policy Halt degradation Technology scaling - food and nutritional security - resilience and risk reduction - agro-ecosystem sustainability - adaption and mitigation - citizen science and collective actions - Equitable trade and social security Resilient Agroecosystems <<<more health per acre>>>people, animals and soil Food and Nutrition EcoAg OrgAg
  • 11. icarda.org Strategic Research Priorities Genetic Resources: Mining crop diversity to develop germplasm resistant to heat, drought, cold, disease, higher nutrients; International public goods (open access) Adaption to Climate Change: Conventional and molecular breeding to develop climate-smart crops and livestock Building resilience: Integrated crop-livestock farming systems to address economic, social, and environmental conditions Promoting value chains, policies: Agriculture as an income- generating business for many poor smallholder households Enhancing water, land productivity: Rainfed, irrigated, and agro-pastoral farming; Reversal of environmental degradation; Enhance intensification Big Data ICTs Adoption of the SRPs in operational projects New 9: 5 SRPs + 4 CCTs
  • 13. icarda.org People Crops Livestock Trees Country Region Fiel d Landscape Farm Agro-Pastoral Rainfed Irrigated Agricultural Systems Global Climate (Variability and Change) Un-employment Poverty Nutrition Security and Sovereignty NRMs Functional Productivity Supply Chain Down Out Up Integrated Agroecosystems combining Component Research & Systems Research A multi-scale and multi-criteria R4D Cairo
  • 14.
  • 16. Platforms Mode Hyperspectral Multispectral Optical LiDAR LiDAR SAR Sensor ASD FieldSpec M× Camera APs/UAVs Lidar WorldView-2 Landsat ETM+ MODIS ICESat* PALSAR Spectral resolution 350-2500nm 4 bands 3-4 bands 1264nm 8 bands 7 bands 7/36 bands* 1264 & 532nm L band Spatial resolution 0.1-1.5m 0.1-0.2m 1-m 20 - 80cm 0.46m Pan; 1.84m MS 15m Pan; 30m MS 250m, 500m, 1000m MS 70m 10m, 20m, 100m Swath 1-4m 2-10m -- 1-2km 16.4km 185km 2330km 35-250km Revisit -- -- 3-year -- 1.1 days 16 days 1 day 91 days 46 days Plant biomass × × × × × × × Plant height × × × LAI, fPAR, LST × × × × × NDVI, EVI, LSWI × × × × × × Erosion, Salinity × × × × × × × Soil moisture × × × × × × Chlolophyll × × × × x × Nitrogen × × × × × Phosphorous × × × Plant water × × × × GPP × × × × × NPP × × × × land cover/use × × × × × × × phenology × × x × × Irrigation × × × × × × × DEM × × × × × × Derivatives × × × × × Tier 1 AOIs × × × × × × × × × Tier 2 action sites × × × × × × × Tier 3 AEZs × × × × × × Tier 4 Target × × × BiochemicalBiophysical Produc tion LULCTerrainScale RSdata characteristics Ground/in-situ Airborne Spaceborne Optical Example of One Sensor in each Platform/Scale Cross-cutting disciplines and trade offs
  • 17. Digitization of farming systems Geo-Tagging Satellite data Crop data Climate data Soil data Water data Topography Demography Ecological data … Mapping Monitoring Targeting Estimating Forecasting Warning Lending Insurance Value chains Carbon-Credits Data Layers Computation Applications AI ML RF IOT Scalability Algorithms Biggest drivers research & outreach data Geo-taging and Agro-tagging Big Data and Citizen Science driven…
  • 18. Farmers ha Governments Agro-food industryAdvisors International agencies Farm Typology and Agrotagging - Inputs/reuse - Yield/Production - Markets/income - Functional flows There is a big blackhole in farming systems typology; if we don’t make a strong and coordinated effort to add this layer the practical applications to farming systems design and policy advise will remain largely “in the sky”. This is one of the challenge we want to address in the DryArc interface
  • 19. AI ML Meta Analytics Big Data @ genetics, chemistry, weather, agronomy, trade… Inclusive Agroecosystems Demand driven Sustainable options Integration and Interoperability EcoAg
  • 20. Build resilient agroecosystems Ecological intensification Financial inclusion Resilient cropping systems better integration of crops, livestock, fish, trees & people Optimizing resource use by integrated approach compound intensification in cereal based systems Right crop at right place and time Better livelihoods 1. Functional productivity 2. Yield & Rotation 3. Crop growth 4. Incentives Pixel/Farm/Parcel A single entity for each & every developmental entry point 30m 10m 1.0m 0.3m Open source 3 days revisit <Biggest drivers Agreements Evolving areas in Big Data Science for building inclusive Agroecosystems Paradigm shift towards economically viable ecologically sustainable options Farm Focus
  • 21. Better integration Better measurements Better modelling Resilient Systems Rebuilding integrated systems is the key to exponential efficiency and growth in the world largest and oldest industry - “agroecosystems” 1983 1985 1987 1989 1991 1993 1995 1997 1999 2001 2003 2005 2007 2009 2011 2013 2015 2017 2018 Monitoring fieldsImaging the past, (re)construct field´s history, retrospective assessments 2019 Moving from narrow sense (yield) to a new economically and ecologically sound functional model for well being of the people and the planet…
  • 23. Quantification of Farming Systems @ multiple-scalesDigitalAgPlatform
  • 24. Realtime mapping for sustainable intensification From 2000 to current (real-time mapping) Mapping Realtime Rice- Fallows Soil Moisture and Water Harvesting Variety Suitability Agro-Tagging Pulses: pulse of sustainability e.g., Lentil as gap filler, relay crop, inter crop
  • 25. Oct 2018 Nov 2018 Dec 2018 Jan 2019 Dry Moist Wet Water Real-time rice fallows Real-time Soil moisture High Medium Low NS Suitable areas for Lentil in 2018/2019 Seeds hubs Daal mills Value chains Crop imp. Storage units Real-time monitoring to target site specific interventions (package of practices) Small farms field the world: food grown in small farms are more healthy, tasty, nutritious and it helps rebuilding living soils and resilient agroecosystems Market Aggr. Sustainable intensification of the cereal-based systems
  • 26. 26 Rice fallows Rice fallows Rice fallows Rice fallows Rice fallows Rice fallows Rice fallows DryArc from Dry to Green
  • 27. 27 • Rice fallow under pulses • Increased income (2-3 times) • Increased resource use efficiency • Rebuilding healthy soil and biota • Better nutrition and health • Addressing 8 of the 17 SDGs Compound productivity Single commodity Productivity(return) DryArc from Dry to Green
  • 28. • Agri-food systems is single largest user of fresh water and is also single strangest lever to address key issues • Recent advances in Earth Observation System, Open- Access, Machine Learning, Cloud Computing, Smartphone, and Citizen Science making Big-Data analytics much smarter, interoperable and useful ever before for making spatially informed precision decisions. • There is a big blackhole in farming systems typology, it need strong and coordinated efforts to build this layer for number of modeling, timely decisions and policy level implications; • GeoAgro based Eco-Smart Farming Systems Designs have a high potential in the dry areas Way forward
  • 30. Thank You c.biradar@cgiar.org Spatial Informed decisions for targeting research and development investments for sustainable and resilient agri-food systems in the dry areas