3 papers
stat.ML2020
Indoor environment data time-series reconstruction using autoencoder neural networks
Antonio Liguori, Romana Markovic, Thi Thu Ha Dam +3
As the number of installed meters in buildings increases, there is a growing number of data time-series that could be used to develop data-driven models to support and optimize bui…
cs.CY2018
Learning short-term past as predictor of human behavior in commercial buildings
Romana Markovic, Jérôme Frisch, Christoph van Treeck
This paper addresses the question of identifying the time-window in short-term past from which the information regarding the future occupant's window opening actions and resulting…
cs.LG2018
Window Opening Model using Deep Learning Methods
Romana Markovic, Eva Grintal, Daniel Wölki +2
Occupant behavior (OB) and in particular window openings need to be considered in building performance simulation (BPS), in order to realistically model the indoor climate and ener…