Examinando por Autor "Eguizabal, Markel"

Mostrando 1 - 1 de 1
  • Miniatura
    Ítem
    Simplified model for the short-term forecasting of heat loads in buildings
    (Elsevier Ltd, 2022-10-25) Eguizabal, Markel; Garay Martínez, Roberto; Flores-Abascal, Iván
    A data-driven model is used to predict one-hour ahead heat loads based on present and recent history of weather and heat loads. A computationally inexpensive method is built to deliver load forecasting based on existing data quality and resolution from smart meters. Optimal model formulation is discussed and optimized at 4-hour historical values. The model is trained and tested against synthetic data from a building energy simulation, resulting in absolute error <4% and R2 values in the range of 0.92 to 0.94.