In today’s hugely dynamic manufacturing space, energy consumption represents a fundamental aspect that impacts both operation expenditures and the environmental impact of these operations. As the importance of sustainability is becoming more obvious, manufacturing companies need to seek and realize not only about reduction of their energy usage but, also about predicting energy consumption and management of it in an effective manner.