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Romana Markovic
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Modeling occupant behavior in buildings
S Carlucci, M De Simone, SK Firth, MB Kjærgaard, R Markovic, ...
Building and Environment 174, 106768, 2020
1752020
Window opening model using deep learning methods
R Markovic, E Grintal, D Wölki, J Frisch, C van Treeck
Building and Environment 145, 319-329, 2018
1132018
Comparison of different classification algorithms for the detection of user's interaction with windows in office buildings
R Markovic, S Wolf, J Cao, E Spinnräker, D Wölki, J Frisch, C van Treeck
Energy Procedia 122, 337-342, 2017
412017
Indoor environment data time-series reconstruction using autoencoder neural networks
A Liguori, R Markovic, TTH Dam, J Frisch, C van Treeck, F Causone
Building and Environment, 2021
332021
Learning short-term past as predictor of window opening-related human behavior in commercial buildings
R Markovic, J Frisch, C van Treeck
Energy and Buildings 185, 1-11, 2019
282019
A guideline to document occupant behavior models for advanced building controls
B Dong, R Markovic, S Carlucci, Y Liu, A Wagner, A Liguori, C van Treeck, ...
Building and Environment 219, 109195, 2022
232022
Day-Ahead Prediction of Plug-In Loads Using a Long Short-Term Memory Neural Network
R Markovic, E Azar, MK Annaqeeb, J Frisch, C van Treeck
Energy and Buildings, 110667, 2021
222021
Augmenting energy time-series for data-efficient imputation of missing values
A Liguori, R Markovic, M Ferrando, J Frisch, F Causone, C van Treeck
Applied Energy 334, 120701, 2023
132023
Non-intrusive data monitoring and analysis of occupant energy-use behaviors in shared office spaces
MK Annaqeeb, R Markovic, V Novakovic, E Azar
IEEE Access 8, 141246-141257, 2020
112020
Anooshmita Das
S Carlucci, M De Simone, SK Firth, MB Kjærgaard, R Markovic, ...
Jakub Wladyslaw Dziedzic, Gianmarco Fajilla, Matteo Favero, Martina Ferrando …, 2020
82020
Generic occupant behavior modeling for commercial buildings
R Markovic
RWTH Aachen, 2020
62020
Right on Time–Exploring Suitable Time Discretization for Occupant Behavior Co-Simulation
R Markovic, E Grintal, A Nouri, J Frisch, C van Treeck
Building Simulation 2019: 16th Conference of IBPSA, 2019
62019
Software-supported identification of an economically optimized retrofit order by minimizing life-cycle costs using a genetic algorithm including constraints
E Spinnräker, D Koschwitz, R Markovic, J Frisch, C van Treeck
Energy Procedia 122, 739-744, 2017
52017
Application of Support Vector Machine for Predicting the Performance of Air-Source Domestic Hot Water Heat Pump Systems
R Markovic, CC Lorz, J Frisch, CA van Treeck
Building Simulation 2017: 15th Conference of IBPSA, 2017
52017
Crossing borders and methods: Comparing individual and social influences on energy saving in the United Arab Emirates and Germany
E Azar, M Syndicus, R Markovic, A Alsereidi, A Wagner, J Frisch, ...
Energy Research & Social Science 90, 102561, 2022
42022
A gap-filling method for room temperature data based on autoencoder neural networks
A Liguori, R Markovic, J Frisch, A Wagner
IBPSA Building Simulation Conference, 2021
42021
Transaction from Stochastic Modelling to Supervised Learning of Occupant’s Behavior
R Markovic, D Wölki, J Frisch, C van Treeck
Bauphysiktage Kaiserslautern 2017, 2017
42017
Comparing human and algorithmic anomaly detection for HVAC systems applications
R Borrison, M Syndicus, A Orth, R Markovic, M Dix, A Liguori, M Berning, ...
2022 IEEE Eighth International Conference on Big Data Computing Service and …, 2022
12022
The 1st ACM international workshop on big data and machine learning for smart buildings and cities
B Dong, R Markovic, S Carlucci
Proceedings of the 8th ACM International Conference on Systems for Energy …, 2021
12021
Nutzerverhaltensmodellierung mittels maschinellem Lernen
R Markovic, S Wolf, D Wölki, J Frisch, C van Treeck
Proceedings of Bauphysiktage, 2019
12019
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Articles 1–20