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geospt (version 1.0-6)

Geostatistical Analysis and Design of Optimal Spatial Sampling Networks

Description

Estimation of the variogram through trimmed mean, radial basis functions (optimization, prediction and cross-validation), summary statistics from cross-validation, pocket plot, and design of optimal sampling networks through sequential and simultaneous points methods.

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install.packages('geospt')

Monthly Downloads

739

Version

1.0-6

License

GPL (>= 2)

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Maintainer

Al� Santacruz

Last Published

June 21st, 2025

Functions in geospt (1.0-6)

preci

Empirical data related to rainfall
simPtsOptNet

Design of optimal sampling networks through the simultaneous points method
rbf

gaussian, exponential, trigonometric, thin plate spline, inverse multiquadratic, and multiquadratic radial basis function prediction
rbf.cv

rbf cross validation leave-one-out
samplePts

sample n point locations in (or on) a spatial object
seqPtsOptNet

Design of optimal sampling networks through the sequential points method
rbf.cv1

Generates a RMSPE value, result of cross validation leave-one-out
rbf.tcv

table of rbf cross validation, leave-one-out
bp.with.outlier.label

geospt internal function
COSha30

Soil organic carbon database at a sampling depth of 0-30 cm
ariari

Ariari Map.
graph.idw

Graph that describes the behavior of the optimized p smoothing parameter.
criteria.cv

Cross-validation summaries
COSha10map

Map of total soil carbon stock (t/ha) at 0-10 cm depth
ariprec

Data from climatic stations of the Ariari River (Meta-Colombia Department)
RBF.phi

radial basis function evaluation
network.design

Generating AKSE associated with a conditioned network design
COSha30map

Map of total soil carbon stock (t/ha) at 0-30 cm depth
est.variograms

Variogram Estimator
COSha10

Soil organic carbon database at a sampling depth of 0-10 cm
pocket.plot

graphs the probability or standardized variance in the directions north-south or east-west
graph.rbf

Graph that describes the behavior of the optimized eta and rho parameters, associated with a radial basis function
bestnet

Generate a SpatialPoints object corresponding to the best result obtained in an optimized network
extractFormula

geospt internal function
lalib

Map of boundary enclosing La Libertad Research Center
geospt-package

Geostatistical Analysis and Design of Optimal Spatial Sampling Networks
idw.cv

idw cross validation leave-one-out