SubstDesign: Imbrication of two experimental design sets

In MuFiCokriging: Multi-Fidelity Cokriging models

Description

Procedure to nest two experimental design sets.

Usage

SubstDesign(PX2 = NULL,PX1 = NULL)

Arguments

PX2	a matrix representing the first experimental design set. This design set is not changed during the procedure.
PX1	a matrix representing the second experimental design set. This design set is changed in order to include PX2.

Details

The procedure does not change the experimental design set PX2 which must have a number of points smaller than the one of PX1. During the procedure, the points of PX1 the closest to those of PX2 are removed and they are replaced by the points of PX2. Thus, the length of the final PX1 could be larger than the one of the initial PX1.

Value

PX	a matrix representing the experimental design set PX1 which contains PX2.
le	a numeric representing the number of points of PX2.

Author(s)

Loic Le Gratiet

See Also

MuFicokm, NestedDesignBuild, NestedDesign

Examples

	dimension <- 2
	nD1 <- 100
	nD2 <- 50		
	set.seed(1);D1 <- matrix(runif(n=nD1*dimension, 0,1),ncol=dimension)
	set.seed(2);D2 <- matrix(runif(n=nD2*dimension, 0,1),ncol=dimension)
	subDes <- SubstDesign(PX2 = D2, PX1 = D1)

	op <- par(mfrow=c(2,1))
	plot(rbind(D1,D2),col=c(rep(1,nD1),rep(2,nD2)),
		pch=c(rep(1,nD1),rep(2,nD2)),xlab="x1",ylab="x2")
	plot(rbind(subDes$PX,D2),col=c(rep(1,dim(subDes$PX)[1]),rep(2,nD2)),
		pch=c(rep(1,dim(subDes$PX)[1]),rep(2,nD2)),xlab="x1",ylab="x2")

MuFiCokriging documentation built on May 2, 2019, 3:33 p.m.