I am not sure how this generalize, when for instance the objective value is f(\sqrt{x}) + g(\sqrt{y}) + h(\sqrt{x-y}), where the domain is the triangle with vertices (0,0), (1,0), (0.1). A change of variables does not help, I guess.
EDIT: The last term should have been h(\sqrt{1-x-y}) to form a triangle…