You can use the R package DiceOptim to choose the next point to run your expensive simulator. Here’s a gif of function EGO.nsteps() in action, choosing one point at a time, with an initial design of three points.

It doesn’t behave in exactly the way I expected, putting lots of points in that well at around 7. I might have coded it wrong, however.