Modeling occupant behavior in buildings S Carlucci, M De Simone, SK Firth, MB Kjærgaard, R Markovic, ... Building and Environment 174, 106768, 2020 | 177 | 2020 |
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 | 112 | 2018 |
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 | 42 | 2017 |
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 | 33 | 2021 |
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 | 27 | 2019 |
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 | 25 | 2022 |
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 | 22 | 2021 |
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 | 16 | 2023 |
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 | 12 | 2020 |
Anooshmita Das, Jakub Wladyslaw Dziedzic, et al. 2020. Modeling occupant behavior in buildings S Carlucci, M De Simone, SK Firth, MB Kjærgaard, R Markovic, ... Building and Environment 174, 106768, 2020 | 10 | 2020 |
Generic occupant behavior modeling for commercial buildings R Markovic RWTH Aachen, 2020 | 7 | 2020 |
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 | 6 | 2019 |
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 | 5 | 2017 |
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 | 5 | 2017 |
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 | 4 | 2022 |
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 | 4 | 2021 |
Transaction from Stochastic Modelling to Supervised Learning of Occupant’s Behavior R Markovic, D Wölki, J Frisch, C van Treeck Bauphysiktage Kaiserslautern 2017, 2017 | 4 | 2017 |
Prediction of HVAC loads at different spatial resolutions and buildings using deep learning models A Liguori, S Yang, R Markovic, TTH Dam IBPSA Building Simulation Conference, 2021 | 2 | 2021 |
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 | 1 | 2022 |
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 | 1 | 2021 |