“…However, emerging use cases for batteries include those of home energy storage, off-grid use, load levelling, and micro-grids [6][7][8][9]. In these scenarios, the battery is cycled far more frequently and is generally operated at intermediate states of charge in a partial-state-of-charge (PSOC) regime [5,[10][11][12]. Whether the battery fully charges can be dependent on weather, energy prices, and household loads [13], as such, the full charges are irregular.…”