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Dj ict4 ag_2016_en_twitter

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Trends for tomorrow: Fostering a Revolution in Agriculture

Publicado en: Tecnología
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Dj ict4 ag_2016_en_twitter

  1. 1. Daniel Jiménez R. @drdarijiro Trends for tomorrow: Fostering a Revolution in Agriculture ICT for Agriculture June 10th Washington DC #ICTforAg
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  3. 3. 3 Agronomists + Informatics = Agronomicians!!! Satellite DSM
  4. 4. 4 Air-truth and ground-truth information Satellite imagery - Remote sensing
  5. 5. 5 Air-truth and ground-truth information
  6. 6. 6 “Big data is an umbrella term used to characterize the growing amounts of data that may be analyzed to reveal insights that were previously unknown”
  7. 7. 7 Agriculture Embracing the IoT Vision
  8. 8. - Multiple linear regression (OLS) - Factorial analysis (PCA, MCA, CATPCA…) - Generalized linear model - Mixed Models - Time series Traditional methods Methods based on machine, deep learning - Supervised and unnsupervised ANNS (MLP, SOM) - Random Forest - C-Forest - Genetic Algorithms Data Mining
  9. 9. Yield Numberofplots What it actually is… Small- scale farmers? Not always normal distribution ! Data Mining Yield Numberofplots What people think it is…
  10. 10. 10 Kohonen maps- Optimal values of effective soil depth associated with high yields Freq Temp Max ^34C Amount of seeds (Kg/Ha) Yield(kg/ha) Crop management- rice in Nicaragua- Farm Miramontes Yield(Tons/ha) Days maximum temperature above 34 C Climate in rice - Uruguay- Casarone Mill
  11. 11. 11 Nitrogen rate wheat trial in Cambridge- Newcastle University Business as usual
  12. 12. Climate Soil Crop management Productivity /Quality Site-specific information  Yield and quality limiting factors  favorable/unfavorable Climatic patterns  Optimal site-specific management practices Fostering a revolution in Data-Driven Climate Smart Agriculture A complementary bottom-up approach: Information from commercial fields
  13. 13. Amount of chemical Fertilizer (Kg/ha) Yield(Kg/ha) 25 – 30 kg P /ha right amount for maize plants in Córdoba. Amount of P (kg/ha) Yield(kg/ha) Total amount of P The case of maize in Córdoba and Beans in Santander (Colombia ) YieldKg/Ha Amount of chemical Fertilizer Kg/Ha Why more than 300 kg Fertilizer /ha for Beans in Santander Colombia?
  14. 14. 14 Site-Specific breeding
  15. 15. 15 Democratization
  16. 16. 16 Fostering a new revolution in agriculture R(e)volution • Breeding Green Biotech Data- driven • Agro-chemicals • Molecular biotechnology • ICTs • IoT • Satellites-Drones • Big Data • Data-Driven CSA • Site-specific breeding 2025
  17. 17. The emerging field of "A-geek-ulture" complements traditional agricultural research by using ICTs to help address key agricultural challenges. It is often undertaken by scientists with an unusually keen interest in statistics and new technology ("geeks").
  18. 18. Thank you!!!
  19. 19. #ItsColombiaNotColumbia
  20. 20. 20 A data revolution in agriculture