Compute the refienemnt criteria for a set of points of the design space
ref_crit(x, model, alpha = 0.001)
x | points of the design space in which the criterion will be computed |
---|---|
model | the surrogate model |
alpha | the value of the distance criteria default alpha = 0.001 |
the value of the criterion
#' library(UP) d <- 2; n <- 16 X <- expand.grid(x1=s <- seq(0,1, length=5), x2=s) Xtest <- expand.grid(x1=seq(0,1,length=5), x2=seq(0,1,length=4)) Y <- apply(X, 1, branin) sm= krigingsm$new() sm$setDOE(X,Y) sm$train() ref_crit <- ref_crit(x= t(Xtest), model=sm,alpha=0) print(max(ref_crit))#> [1] 1.923155