RFSI & STRK Interpolation for Meteo and Environmental Variables


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Documentation for package ‘meteo’ version 2.0-3

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acc.metric.fun Accuracy metrics calculation
cv.rfsi Nested k-fold cross-validation for Random Forest Spatial Interpolation (RFSI)
cv.strk k-fold cross-validation for spatio-temporal regression kriging
data.prepare Prepare data
dem_twi_srb Digital Elevation Model (DEM) and Topographic Wetness Index (TWI) for Serbia
dprec Daily precipitation amount in mm for July 2011
dslp Mean sea level pressure in hPa for July 2011
dsndp Daily snow depth in cm for July 2011
dtempc Mean daily temperature in degrees Celsius for July 2011
dtempc_ogimet Mean daily temperature in degrees Celsius for the year 2019 for Serbia
dtemp_maxc Maximum daily temperature in degrees Celsius for July 2011
dtemp_minc Minimum daily temperature in degrees Celsius for July 2011
dwdsp Daily mean wind speed in m/s for July 2011
get_coordinates Get lon/lat coordinates for a specific location name.
get_meteo Get daily, monthly, or annual; aggregated or long-term means meteorological data for specific location(s) and date(s).
meteo2STFDF Create an object of STFDF-class class from two data frames (observation and stations)
near.obs Finds n nearest observations from given locations.
near.obs.soil Finds n nearest observations from given locations for soil mapping.
nlmodis20110704 MODIS LST 8 day images image for the Netherlands ('2011-07-04')
nlmodis20110712 MODIS LST 8 day images image for the Netherlands ('2011-07-12')
NLpol The Netherlands border polygon from WCAB
pred.rfsi Random Forest Spatial Interpolation (RFSI) prediction
pred.strk Spatio-temporal regression kriging prediction
regdata Dynamic and static covariates for spatio-temporal regression kriging
rfillspgaps Close gaps of a grid or raster Layer data
rfilltimegaps Disaggregation in the time dimension through the use of splines for each pixel
rfsi Random Forest Spatial Interpolation (RFSI) model
rm.dupl Find point pairs with equal spatial coordinates from STFDF-class object.
stations Data frame containing stations' information
stations_ogimet Data frame containing stations' information from the OGIMET service for Serbian territory
temp_geom Calculate geometrical temperature trend
tgeom2STFDF Calculate geometrical temperature trend
tiling Tiling raster or Spatial-class Grid or Pixels object
tregcoef Multiple linear regression coefficients for global and local daily air temperatures
tune.rfsi Tuning of Random Forest Spatial Interpolation (RFSI) model
tvgms Spatio-temporal variogram models for global and local daily air temperatures