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This paper provides a comprehensive review of optimization approaches for battery energy storage in solar-wind hybrid systems. We examine various optimization objectives, methodologies, and constraints that shape the design and operation of integrated renewable. . In order to reduce this effect, the energy storage system is commonly used in most wind-solar energy systems to balance the voltage and frequency instability during load varia-tions. One of the innovative energy storage systems is the compressed air energy storage system (CAES) for wind and solar. . Electricity storage can shift wind energy from periods of low demand to peak times, to smooth fluctuations in output, and to provide resilience services during periods of low resource adequacy.
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