Search Results for author: Romana Markovic

Found 3 papers, 1 papers with code

Indoor environment data time-series reconstruction using autoencoder neural networks

no code implementations17 Sep 2020 Antonio Liguori, Romana Markovic, Thi Thu Ha Dam, Jérôme Frisch, Christoph van Treeck, Francesco Causone

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 building operation.

Time Series Time Series Analysis

Learning short-term past as predictor of human behavior in commercial buildings

1 code implementation17 Sep 2018 Romana Markovic, Jérôme Frisch, Christoph van Treeck

Eventually, the relationship between the prediction accuracy and the time-lag of the predicted window state in future is analyzed.

Window Opening Model using Deep Learning Methods

no code implementations10 Jul 2018 Romana Markovic, Eva Grintal, Daniel Wölki, Jérôme Frisch, Christoph van Treeck

data points from 3 independent buildings, located in Aachen, Frankfurt and Philadelphia.

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