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Addressing the problems of wind power's anti-peak regulation characteristics, increasing system peak regulation difficulty, and wind power uncertainty causing frequency deviation leading to power imbalance, this paper considers the peak shaving and valley . . Addressing the problems of wind power's anti-peak regulation characteristics, increasing system peak regulation difficulty, and wind power uncertainty causing frequency deviation leading to power imbalance, this paper considers the peak shaving and valley . . To mitigate the impact of wind power volatility on power system scheduling, this paper adopts the wind-storage combined unit to improve the dispatchability of wind energy. First, the proposed strategy performs a long short-term memory (LSTM) prediction on the power of wind power and load. These systems are vital in creating a balanced energy landscape, improving the resilience of the grid while encouraging the utilization of renewable. . on of renewable energy sources to the grid. Th its and alleviate the peak-shaving stress. The challenge is how much the optimal capacity of energy. .
