An aggregate power signal (such as the one read by building utility meters) may be decomposed into its constituent devices such as refrigerators, computers, televisions, etc. This project team designed and implemented an energy disaggregation system to establish Duke University as a learning laboratory for energy consumptive behavior and smart meter potential.