The capacity of the energy storage system is 1.114 MWh. The rated output voltage is 380 V with a range of 342 V–418 V. The total operating voltage of the battery system is from 772.8 V to 993.6 V. The schematic of the operation of the containerized energy storage system is shown in Fig. 1 (b).
Therefore, the SOC estimation results for containerized energy storage systems using the CNN–LSTM model are not consistently better than those using the CNN model. Thereason is that certain estimation stages (e.g., areas I and V of Fig. 7 (a)) have a small demand for time-series data.
A battery energy storage. The question of power storage has become critical as Kenya embraces e-mobility which requires reliable power supplies. The Energy and Petroleum ministry targets to mainstream power storage in its electricity master plan as the country’s renewable energy generation expands.
As a novel model of energy storage device, the containerized lithium–ion battery energy storage system is widely used because of its high energy density, rapid response, long life, lightness, and strong environmental adaptability [2, 3].
The containerized battery room includes battery pack 1, battery pack 2, fire protection system, and battery management system (BMS). The electrical room includes a data acquisition system and power conversion system (PCS). The energy storage battery cluster is connected to the power transformer through the PCS.
The number of CNN layers is set to 1, 2, 3, and 4. As shown in Fig. 3, the lower limit for discharging the actual energy storage system charge state established in this study is set at 2 % to prevent over-discharging. When the charge capacity reaches 90 %, the system will pause temporarily to avoid over-charging.
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