Energy consumption in buildings accounts for about 40% of total energy consumption [1]. The residential sector alone has seen a rise in electricity consumption by 54% since 1991 [2]. To a large extend, this increase can be traced back to the growing number of electrical appliances. While most large appliances (e.g., dishwashers, washing machines, etc.) have become more efficient over the years,...