When a chunk unloads, the connection information between the charger and the e-scooter isn't saved. That means, when players leave an e-scooter charging and go away, the two will be disconnected and the batteries will no longer be charging.

The workaround for this is to place charging stations for e-scooters around places where you spend the most time in-game.