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1. Introduction While machine learning algorithms and artificial intelligence have improved system analysis by overcoming the limitations of conventional models in capturing the intricate nonlinear dynamics of power systems, the incorporation of inverter-based energy resources (IBRs) with interconnected multi-scale dynamics requires a thorough analysis and characterization of the nonlinearity of the system [1,2,3,4].
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