The energy storage charging pile achieved energy storage benefits through charging during off-peak periods and discharging during peak periods, with benefits ranging from 558.59 to 2056.71 yuan. At an average demand of 70 % battery capacity, with 50–200 electric vehicles, the cost optimization decreased by 17.7%–24.93 % before and …