The owner of a vehicle using a bridge or facility managed by the authority for which a toll, fee, rate, or other charge is imposed is liable for the payment of the toll, fee, rate, or other charge solely because of the vehicle ownership, unless the vehicle, except a rental vehicle, is used without the owner’s knowledge and incurs the toll, fee, rate, or other charge during operation.