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Delineation of yield potential zones based on
satellite remote sensing
Baltic Open (Geo) Data Hackathon 2016
Vojtěch Lukas, Karel Charvát jr.,
w w w . f o o d i e - p r o j e c t . e u
Grant agreement no: 621074
CIP-ICT-PSP-2013-7 Pilot Type B
2www.foodie-project.eu
Main Goal
 Identify yield potential zones within selected field (plot)
• Yield potential zones are areas with same yield level within field
• The yield level of zone is expressed as percentage of average yield
within individual plot
3www.foodie-project.eu
 Open Data
• USGS ESPA Repository of LANDSAT images.
 Mainly EVI and CFmask
 Private data:
• Field boundaries from local farmers
Main data sources relevant for Latvia
4www.foodie-project.eu
1. Obtaining input data and preprocessing
2. Computing average EVI for each field
3. Computing ratio: EVI / Average EVI for each pixel
4. Aggregation for more years
5. Resampling data
6. Classification (5% classes)
Main Steps
5www.foodie-project.eu
 Advantages
• Usable where complete series of yield maps are missing
• Based on open data (Fully or partly for different countries)
 Disadvantages
• Low spatial resolution
• Many factors can cause various Inaccuracies
• Sometimes lack of usable Landsat scene (cloudy period)
Main advantages and disadvantages
Estimation of Crop Yield Potential

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Estimation of Crop Yield Potential

  • 1. Delineation of yield potential zones based on satellite remote sensing Baltic Open (Geo) Data Hackathon 2016 Vojtěch Lukas, Karel Charvát jr., w w w . f o o d i e - p r o j e c t . e u Grant agreement no: 621074 CIP-ICT-PSP-2013-7 Pilot Type B
  • 2. 2www.foodie-project.eu Main Goal  Identify yield potential zones within selected field (plot) • Yield potential zones are areas with same yield level within field • The yield level of zone is expressed as percentage of average yield within individual plot
  • 3. 3www.foodie-project.eu  Open Data • USGS ESPA Repository of LANDSAT images.  Mainly EVI and CFmask  Private data: • Field boundaries from local farmers Main data sources relevant for Latvia
  • 4. 4www.foodie-project.eu 1. Obtaining input data and preprocessing 2. Computing average EVI for each field 3. Computing ratio: EVI / Average EVI for each pixel 4. Aggregation for more years 5. Resampling data 6. Classification (5% classes) Main Steps
  • 5. 5www.foodie-project.eu  Advantages • Usable where complete series of yield maps are missing • Based on open data (Fully or partly for different countries)  Disadvantages • Low spatial resolution • Many factors can cause various Inaccuracies • Sometimes lack of usable Landsat scene (cloudy period) Main advantages and disadvantages