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Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia   Secretaries of the Fruit Chains  (mango, avocado   , citrus, plántain)
[object Object],[object Object],[object Object],[object Object]
The concept ,[object Object],[object Object],[object Object],[object Object],[object Object]
Hypothesis “ Every time a farmer harvests his crop, there is a unique  event , an unreplicated experiment  (Cock, 2007)”  If it were possible to characterize the production system in terms of management and the environmental conditions, and if we were able to collect information on the harvested product of a large number of harvesting events under varied conditions, it should be possible to deduce optimum practices for specific  conditions.
The  opportunity ,[object Object],[object Object],[object Object]
[object Object],Objective
training Information system 3 x Coordination Year 1 Year  3 Data “events” gathering  Decentralized system 1 2 Get contact with partners   Automated processes 3 Data  Analysis Creating farmers groups   4 Establishing site-specific recommendations
Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia   ,[object Object],[object Object],[object Object],[object Object],[object Object]
Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia   ,[object Object],[object Object],[object Object],[object Object],[object Object]
Characterization of any experiment that takes place on farm “events” -  global” datasets on environment   ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Climate – Topography - Landscape Characterization of “events” -  global” datasets on environment
Climate Characterization of “events” -  global” datasets on environment
 
Topography
Significant Improvement GTOPO30 SRTM
Landscape Elevation Slope Aspect Landscape Class Moisture Solar Radiation Exposure Curvature
[object Object],[object Object]
[object Object]
[object Object]
[object Object]
[object Object],Previous experiences (project BIOTEC-CIAT) Diseases Pests
[object Object],[object Object],[object Object],Nowadays  ( ICTs – smart phones, internet)   ,[object Object]
[object Object]
[object Object]
Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia   ,[object Object],[object Object],[object Object],[object Object],[object Object]
HOMOLOGUE ,[object Object],[object Object],[object Object],[object Object]
Citrus Antioquia  produces more  citrus with half of the hectares cultivated in Tolima   Opportunity MADR (average 2002- 2008) Department Area (Has) Yield (Kg/ha) Antioquia 1,163 30,035 Tolima 2,413 8,625 Cesar 1,884 11,023 Cundinamarca 1,440 9,939 Magdalena 483 18,772 Bolívar 353 7,453 Risaralda 156 10,213 Córdoba 262 18,836
 
Data Analysis   (to provide site-specific recommendations) ,[object Object],[object Object],[object Object],[object Object],Kg/plot = Climate (b 1 ) + Soils   (b 2 ) + Management (b 3 ) + (B)
Non-linear regressions   - Artificial Neural Networks     Data Analysis   (to provide site-specific recommendations) Kg/plot Soil Management Extra  info  parameter Math. parameter Math. parameter Math. Climate Database
Analisis de relevancia: Interpretation of the information collected   Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia  (Jiménez, D., Cock, J., Satizábal, F., Barreto, M., Pérez-Uribe, A., Jarvis, A. and Van Damme, P., 2009.  Computers and Electronics in Agriculture . 69 (2): 198–208
(a)  Component plane of Andean blackberry yield, the scale bar (right) indi-cates the range value of productivity in kg/plant/week The upper side exhibits highvalues of yield, whereas the lower displays low values.  (b)  Kohonenmap displaying the resultant 6 clusters and their labels according to yield values. Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia   Interpretation of the information collected   Data Analysis
Components planes of the averages temperature:  (a)  temperature of the harvest month,  (b)  average temperature of the first month before harvest,  (c)  average temperature of the second month before harvest, and  (d)  average temperature of the third month before harvest. In all figures, the scale bar (right) indicates the range value in ◦C of temperature. The upper side exhibits high values, whereas the lower displays low values Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia   Interpretation of the information collected
Component planes of the specifics geographic areas Nariño–la union–chical alto (left)  and  Nariño–la union–cusillo bajo (right). The highest values indicate presence and the lowest absence as they are categorical variables Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia   Interpretation of the information collected
Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia   ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Creating groups of fruit producers ,[object Object],[object Object],[object Object],[object Object]
Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia   ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you!

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Daniel Jimenez - Site Specific Agriculture for enhancing fruit production in Colombia

  • 1. Site-specific agriculture based on farmers experiences (SSAFE) for fruits in Colombia Secretaries of the Fruit Chains (mango, avocado , citrus, plántain)
  • 2.
  • 3.
  • 4. Hypothesis “ Every time a farmer harvests his crop, there is a unique event , an unreplicated experiment (Cock, 2007)” If it were possible to characterize the production system in terms of management and the environmental conditions, and if we were able to collect information on the harvested product of a large number of harvesting events under varied conditions, it should be possible to deduce optimum practices for specific  conditions.
  • 5.
  • 6.
  • 7. training Information system 3 x Coordination Year 1 Year 3 Data “events” gathering Decentralized system 1 2 Get contact with partners Automated processes 3 Data Analysis Creating farmers groups 4 Establishing site-specific recommendations
  • 8.
  • 9.
  • 10.
  • 11. Climate – Topography - Landscape Characterization of “events” - global” datasets on environment
  • 12. Climate Characterization of “events” - global” datasets on environment
  • 13.  
  • 16. Landscape Elevation Slope Aspect Landscape Class Moisture Solar Radiation Exposure Curvature
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27. Citrus Antioquia produces more citrus with half of the hectares cultivated in Tolima  Opportunity MADR (average 2002- 2008) Department Area (Has) Yield (Kg/ha) Antioquia 1,163 30,035 Tolima 2,413 8,625 Cesar 1,884 11,023 Cundinamarca 1,440 9,939 Magdalena 483 18,772 Bolívar 353 7,453 Risaralda 156 10,213 Córdoba 262 18,836
  • 28.  
  • 29.
  • 30. Non-linear regressions - Artificial Neural Networks   Data Analysis (to provide site-specific recommendations) Kg/plot Soil Management Extra info parameter Math. parameter Math. parameter Math. Climate Database
  • 31. Analisis de relevancia: Interpretation of the information collected Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia (Jiménez, D., Cock, J., Satizábal, F., Barreto, M., Pérez-Uribe, A., Jarvis, A. and Van Damme, P., 2009. Computers and Electronics in Agriculture . 69 (2): 198–208
  • 32. (a) Component plane of Andean blackberry yield, the scale bar (right) indi-cates the range value of productivity in kg/plant/week The upper side exhibits highvalues of yield, whereas the lower displays low values. (b) Kohonenmap displaying the resultant 6 clusters and their labels according to yield values. Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia Interpretation of the information collected Data Analysis
  • 33. Components planes of the averages temperature: (a) temperature of the harvest month, (b) average temperature of the first month before harvest, (c) average temperature of the second month before harvest, and (d) average temperature of the third month before harvest. In all figures, the scale bar (right) indicates the range value in ◦C of temperature. The upper side exhibits high values, whereas the lower displays low values Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia Interpretation of the information collected
  • 34. Component planes of the specifics geographic areas Nariño–la union–chical alto (left) and Nariño–la union–cusillo bajo (right). The highest values indicate presence and the lowest absence as they are categorical variables Identification of the most relevant variables in the production of Andean blackberry ( Rubus glaucus ) in Colombia Interpretation of the information collected
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.