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"Despite advancements in renewable energy technologies, the scalability of storage solutions remains a bottleneck for grid stability (Smith et al., 2022). While Li-ion batteries dominate current markets, their degradation rates under variable loads are poorly quantified. This work addresses this gap by analyzing degradation patterns in flow and Li-ion batteries under real-world microgrid conditions." sone124