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Traditional virtual synchronous generator (VSG) algorithms provide damping, inertia support, and stable voltage-frequency regulation for grid-forming energy storage systems. . Modern power systems face challenges in balancing renewable energy integration with grid stability. Energy storage inverters play a critical role in maintaining frequency and voltage stability through advanced control strategies.