“…Moreover, [20] concluded that not accounting for user occupancy data might lead to significant errors in energy consumption prediction. The effect of an energy program implemented at the American University in Beirut aimed at improving energy security through the use of batteries and photovoltaic panels was analysed in [21] . Results showed that the University's dependence on fossil fuels significantly decreased as did the operating costs.…”