estimate_anisotropy: Estimate 2D variogram anisotropy parameters for kriging using...

In afsc-gap-products/coldpool: AFSC/RACE Groundfish Assessment Program EBS and NBS temperature products

Estimate 2D variogram anisotropy parameters for kriging using 10-fold cross-validation

Description

Uses the coldpool::kriging_loocv() interface.

Usage

estimate_anisotropy(
  x,
  kriging_formula = variable_name ~ 1,
  folds = 10,
  variogram_model,
  starting_values = NULL,
  vgm_width = NULL,
  nm = Inf,
  seed = 19673
)

Arguments

x	A data.frame containing variables to be interpolated and latitude and longitude coordinates.
kriging_formula	Formula to use for kriging. Default (kriging_formula = variable_name ~ 1) is ordinary kriging without covariates. Formula for the gstat interface (see ?gstat::gstat). Covariate example: kriging_formula = variable_name ~ BOTTOM_DEPTH
folds	1L numeric vector indicating how many folds to use for cross-validation.
variogram_model	Character vector indicating which variogram model to use for interpolation. Valid options are exponential (exp), circular (cir), gaussian (gau), Bessel (bes), Matern (mat), or Stein's Matern (ste).
starting_values	Optional. Starting value of anisotropy parameters to use for optimization. See: ?gstat::vgm.
vgm_width	Optional. Width of variogram breaks.
nm	Maximum number of nearest neighbor observations to use for interpolation.
seed	RNG seed (set.seed(seed)) to use for anisotropy estimation based on cross-validation.
variable_name	1L character vector indicating which varible to interpolate (e.g. 'TEMPERATURE')
latitude_name	1L character vector indicating the name of the latitude column (e.g., 'LATITUDE')
longitude_name	1L character vector indicating the name of the longitude column (e.g., 'LONGITUDE')
input_crs	Character vector indicating the coordinate reference system for x (default = "WGS84")
interpolation_crs	Coordinate reference system to use for interpolation.
only_return_anisotropy	For internal use. Default = FALSE

afsc-gap-products/coldpool documentation built on Sept. 14, 2024, 7:40 p.m.