Comment: Some Enhancements Over the Augmented Lagrangian Approach.

The article reviews the main situations one may encounter in constrained optimization of computer experiments, some of the corresponding existing tools and areas open for innovation. Topics discussed include the analytical formulas of the main criterion of L. Gramacy et al for the single constraint problem and the general behavior of the AL strategy and proposed modifications to improve its efficiency.