In this work, we present an approach to guarantee that the hyperbolic augmented Lagrangian function (HALF) has local saddle points. This result is obtained under the second-order sufficient condition.
Keywords: Nonconvex problem; constrained optimization; hyperbolic augmented Lagrangian; local saddle point.