Based on variational mode decomposition (VMD), a capacity optimization configuration model for a hybrid energy storage system (HESS) consisting of batteries and supercapacitors is established to achieve the optimal configuration of energy storage capacity in wind–solar complementary. . Based on variational mode decomposition (VMD), a capacity optimization configuration model for a hybrid energy storage system (HESS) consisting of batteries and supercapacitors is established to achieve the optimal configuration of energy storage capacity in wind–solar complementary. . Therefore, this paper incorporates both the construction and operational costs of energy storage into the objective function. The grid-forming capabilities of energy storage are considered by introducing system inertia and reserved power constraints. Based on these considerations, an energy storage. . The energy storage capacity configuration of microgrids with renewable energy considering demand response is of great significance for reducing microgrid costs, improving renewable energy consumption levels, and enhancing microgrid performance.
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