kriging - kriging surrogate model svr - suport vector machine regression surrogate models train - train surrogate models predict - prediction values of the surrogate models upsm - create a UP surrogate model setDOE - set DOE for a UP surrogate model masterprediction - master prediction values of a UP surrogate models uppredict - UP prediction values of a UP surrogate models

kriging(x = NULL, y = NULL, parameters = NULL, type = "UK")

svr(x = NULL, y = NULL, parameters = NULL)

train(model)

predict.UP(object, newdata, ...)

upsm(sm = NULL, UP = NULL)

setDOE(model, x, y)

masterprediction(model, newdata)

uppredict(model, newdata)

Arguments

x

input values

y

output values

parameters

kriging parameters

type

kriging type

model

the surrogate model

object

surrogate model

newdata

data points where to predict.UP

...

other parameters

sm

surrogate model

UP

Resampling method defining the Universal Prediction

Value

kriging: kriging surrogate model.

svr: svr surrogate model

train: trained surrogate model

predict.UP: surrogate model predictions

upsm: UP surrogate model

setDOE: a UP surrogate model with DOE

masterprediction: surrogate model master predictions

uppredict: surrogate model UP predictions