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Publikationen
Banihashemi Farzan, Weber Manuel, Dong Bing, Carlucci Salvatore, Reitberger Roland, Lang Werner (2023). Window state or action modeling? An explainable AI approach in offices. Energy and Buildings, Volume 298, 113546. https://doi.org/10.1016/j.enbuild.2023.113546
Banihashemi Farzan, Weber Manuel, Lang Werner (2023). Long short-term memory networks for window operation modeling in open-plan offices. https://dx.doi.org/10.2139/ssrn.4508089
Banihashemi Farzan, Weber Manuel, Deghim Fatma, Zong Chujun, Lang Werner (2023). Occupancy Modeling on Non-intrusive Indoor Environmental Data Through Machine Learning. https://dx.doi.org/10.2139/ssrn.4477794
Banihashemi Farzan, Weber Manuel, Lang Werner (2022). Model order reduction of building energy simulation models using a convolutional neural network autoencoder, Building and Environment, Volume 207, 108498. https://doi.org/10.1016/j.buildenv.2021.108498
Maier Matthias, Bremer Matthias, Schramm Simon (2020). Load Profile Modeling Using High-Frequency Appliance Measurements for Nonintrusive Load Monitoring. IEEE 8th International Conference on Smart Energy Grid Engineering (SEGE). https://dx.doi.org/10.1109/SEGE49949.2020.9181962
Weber Manuel, Doblander Christoph, Mandl Peter (2020). Detecting Building Occupancy with Synthetic Environmental Data. Proceedings of the 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (BuildSys '20). https://doi.org/10.1145/3408308.3431124
Weber Manuel, Doblander Christoph, Mandl Peter (2020). Towards the Detection of Building Occupancy with Synthetic Environmental Data. arXiv:2010.04209
Mahdavi A., Berger C., Amin H., Ampatzi E., Andersen R.K., Azar E., Barthelmes V.M., Favero M., Hahn J., Khovalyg D., Knudsen H.N., Navarro A.L., Roetzel A., Sangogboye F.C., Schweiker M., Taheri M., Teli D., Touchie M., Verbruggen S. (2021).
The Role of Occupants in Buildings’ Energy Performance Gap: Myth or Reality?
Sustainability 2021, 13, 3146. https://doi.org/10.3390/su13063146
Day J.K., McIlvennie C., Brackley C., Tarantini M., Piselli C., Hahn J., O'Brien W., Rajus V.S., De Simone M., Kjærgaard M.B., Pritoni M., Schlüter A., Peng Y., Schweiker M., Fajilla G., Becchio C., Fabi V., Spigliantini G., Derbas G., and A.L. Pisello (2020). A review of select human-building interfaces and their relationship to human behavior, energy use and occupant comfort. Building and Environment 178(1):106920. https://dx.doi.org/10.1016/j.buildenv.2020.106920
Carlucci S., De Simone M., Firth S.K., Kjærgaard M.B., Markovic R., Rahaman M.S., Annaqeeb M.K., Biandrate S., Das A., Dziedzic J.W., Fajilla G., Favero M., Ferrando M., Hahn J., Han M., Peng Y., Salim F., Schlüter A. and C. van Treeck (2020). Modeling occupant behavior in buildings. Building and Environment 174:106768. https://dx.doi.org/10.1016/j.buildenv.2020.106768