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geospt (version 1.0-4)

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

install.packages('geospt')

Monthly Downloads

667

Version

1.0-4

License

GPL (>= 2)

Issues

0

Pull Requests

0

Stars

4

Forks

1

Maintainer

Al� Santacruz

Last Published

February 20th, 2024

Functions in geospt (1.0-4)

geospt-package

Geostatistical Analysis and Design of Optimal Spatial Sampling Networks
graph.rbf

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

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

table of rbf cross validation, leave-one-out
est.variograms

Variogram Estimator
samplePts

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

Empirical data related to rainfall
seqPtsOptNet

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

rbf cross validation leave-one-out
rbf.cv1

Generates a RMSPE value, result of cross validation leave-one-out
simPtsOptNet

Design of optimal sampling networks through the simultaneous points method
bestnet

Generate a SpatialPoints object corresponding to the best result obtained in an optimized network
COSha30map

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

idw cross validation leave-one-out
COSha30

Soil organic carbon database at a sampling depth of 0-30 cm
COSha10

Soil organic carbon database at a sampling depth of 0-10 cm
RBF.phi

radial basis function evaluation
bp.with.outlier.label

geospt internal function
COSha10map

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

geospt internal function
ariari

Ariari Map.
criteria.cv

Cross-validation summaries
network.design

Generating AKSE associated with a conditioned network design
criterio.cv

Cross-validation summaries
ariprec

Data from climatic stations of the Ariari River (Meta-Colombia Department)
lalib

Map of boundary enclosing La Libertad Research Center
graph.idw

Graph that describes the behavior of the optimized p smoothing parameter.
pocket.plot

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