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This paper gives a comparison of various performance indices and criteria used in power system stability analysis. The focus is on stability criteria based on direct methods (i.e., Lyapunov stability criteria). The comparison is made by first recasting the performance indices, and their underlying system models, in a unified notation and then identifying all the salient features of the mathematical models. Both classical and structure preserving system models are considered.