Digital Agriculture –a plant science perspective · 2019. 3. 26. · Digital Agriculture –a...
Transcript of Digital Agriculture –a plant science perspective · 2019. 3. 26. · Digital Agriculture –a...
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Digital Agriculture – a plant science perspective
Dr. Andrew [email protected]@leakey77
CO2
H2O
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Vertically integrated phenotyping for productivity & drought traitsMicroscopic Leaf
TraitsEpidermal cell
patterning
Leaf Tissue TraitsPhotosynthesis and
stomatal conductance
Leaf Tissue TraitsHyperspec for [N] and SLA
Canopy TraitsWater use
Canopy TraitsRadiation
interception & biomass production
Leaf Tissue TraitsWater potential &
leaf rolling
Root System TraitsSize and distribution
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High-throughput stomatal patterning pipeline - Rapid data acquisition, automated counting of stomata and GWAS
Pattern recognition neural network. ~20,000 fields of view,
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Tzi8
Oh43
M37W
Ki11
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23°C
34°CVariation in canopy temperature across field of 900 sorghum varieties
Thermal imaging from cherry pickers, helicopters and drones to assess variation in water use among 100s of genotypes in the field
Low water use variety (warmer)
High water use variety (cooler)
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Standard sorghum Water efficient sorghum
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NSF Mid-scale infrastructure$20 million
• Bioinformatics• Biology• Computer Science• Cyberinfrastructure• Engineering/Robotics• Sensors/Imaging