developed a multiple linear regression model to estimate natural gas and electricity consumption of single dwellings in the city of Rotterdam, Netherlands, using a bottom-up statistical approach. Dwellings characteristics such as type of dwelling, year of construction, floor surface, and number of occupants were used along with corresponding household records of natural gas and electricity consumption.