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Modelling Bluetongue vectors occurence using GIS and Remote Sensing techniques Martins H., Nunes T., Boinas F.
Introduction ,[object Object],[object Object],[object Object]
Materials and Methods ,[object Object],Temperature Eggs Larvae Animal density Temperature Humidity ,[object Object],[object Object],[object Object],[object Object]
Materials and Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Absence Presence
Material and Methods ,[object Object],BIO1 = Annual Mean Temperature BIO2 = Mean Diurnal Range (Mean of monthly (max temp - min temp)) BIO3 = Isothermality (P2/P7) (* 100) BIO4 = Temperature Seasonality (standard deviation *100) BIO5 = Max Temperature of Warmest Month BIO6 = Min Temperature of Coldest Month BIO7 = Temperature Annual Range (P5-P6) BIO8 = Mean Temperature of Wettest Quarter  BIO9 = Mean Temperature of Driest Quarter BIO10 = Mean Temperature of Warmest Quarter BIO11 = Mean Temperature of Coldest Quarter BIO12 = Annual Precipitation BIO13 = Precipitation of Wettest Month BIO14 = Precipitation of Driest Month BIO15 = Precipitation Seasonality (Coefficient of Variation) BIO16 = Precipitation of Wettest Quarter BIO17 = Precipitation of Driest Quarter BIO18 = Precipitation of Warmest Quarter BIO19 = Precipitation of Coldest Quarter WorldClim package
Material and Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Temporal encapsulation through Fourier trasnformation Maximum Minimum Average Amplitude Phase Anual, bi-anual, tri-anual cycles
Material and Methods ,[object Object],[object Object],Elevation Slope Slope extension Aspect
Material and Methods ,[object Object],[object Object],[object Object],[object Object],Bovines Small Ruminants Ruminants
Material and Methods ,[object Object]
Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Absence Presence
Results ,[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],[object Object],[object Object],Probability
Results Absence Presence Probability BTV1 and 4 outbreaks (2006, 2007) Methodology Class Temp. Warmest quarter Min. LST Slope Min. NDVI Discriminant analysis Absent 20,1 2778,4 7,3 1246,6 Present 23,5 2837,8 3,4 1345,7 Logistic regression Absent 20,5 1946,9 4,8 919,1 Present 23,6 2839,0 2,9 1264,8
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Work in progress

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Modelling Bluetongue vectors occurence using GIS and Remote Sensing techniques

  • 1. Modelling Bluetongue vectors occurence using GIS and Remote Sensing techniques Martins H., Nunes T., Boinas F.
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12. Results Absence Presence Probability BTV1 and 4 outbreaks (2006, 2007) Methodology Class Temp. Warmest quarter Min. LST Slope Min. NDVI Discriminant analysis Absent 20,1 2778,4 7,3 1246,6 Present 23,5 2837,8 3,4 1345,7 Logistic regression Absent 20,5 1946,9 4,8 919,1 Present 23,6 2839,0 2,9 1264,8
  • 13.