I. Introduction
A traditional approach to transient stability analysis of power systems involves the numerical integration of the nonlinear differential equations describing the complicated interactions between its components. This method provides an accurate description of transient phenomena but its computational cost prevents time-domain simulations from providing real-time transient stability assessments and significantly constraints the number of cases which can be analyzed [1].