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Table 1 Systematically identified CSTEP variables

From: Evaluation of neural networks for residential load forecasting and the impact of systematic feature identification

CSTEP dimension

Supporting variables

Embedded variables

Exogenous variables

Impact on target variable

Cultural

Weather

Temperature

Wind

Irradiation

Cloudiness

Humidity

Precipitation

Snow

Pressure

Indoor climate

Temporal

Holidays

Religious

National

Day length

Sun position

Working/living pattern

Location of weather station

Occupant behavior

Peak and valley load

Societal

 

Demographics of the residential area

Number of occupants

Number of households

 

Occupant behavior

Peak and valley load

Technology

 

Heating

Construction

Energy label

Building size, layout and design

Electric vehicles

Type of electricity meter

Increased/decreased energy consumption

Economic

Electricity prices

Oil and gas prices

  

Occupant behavior

Peak and valley load

Political

  

Taxes

Fees

Increased/decreased energy consumption