Publications
- 2024
- Published
Deep learning modeling in electricity load forecasting: Improved accuracy by combining DWT and LSTM
Nabavi, S. A., Mohammadi, S., Motlagh, N. H., Tarkoma, S. & Geyer, P., Dec 2024, In: Energy Reports. 12, p. 2873-2900 28 p.Research output: Contribution to journal › Article › Research › peer review
- Published
Machine learning in proton exchange membrane water electrolysis: A knowledge-integrated framework
Chen, X., Rex, A., Woelke, J., Eckert, C., Bensmann, B., Hanke-Rauschenbach, R. & Geyer, P., 1 Oct 2024, In: Applied energy. 371, 15 p., 123550.Research output: Contribution to journal › Article › Research › peer review
- Published
Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning demonstrated by energy-efficient building design
Geyer, P., Singh, M. M. & Chen, X., Oct 2024, In: Advanced Engineering Informatics. 62, C, 17 p., 102843.Research output: Contribution to journal › Article › Research › peer review
- Published
Utilizing domain knowledge: Robust machine learning for building energy performance prediction with small, inconsistent datasets
Chen, X., Singh, M. M. & Geyer, P., 21 Jun 2024, In: Knowledge-based systems. 294, 10 p., 111774.Research output: Contribution to journal › Article › Research › peer review
- Published
A holistic two-stage decision-making methodology for passive and active building design strategies under uncertainty
Zong, C., Chen, X., Deghim, F., Staudt, J., Geyer, P. & Lang, W., 1 Mar 2024, In: Building and environment. 251, 111211.Research output: Contribution to journal › Article › Research › peer review
- Published
Using causal inference to avoid fallouts in data-driven parametric analysis: A case study in the architecture, engineering, and construction industry
Chen, X., Sun, R., Saluz, U., Schiavon, S. & Geyer, P., Mar 2024, In: Developments in the Built Environment. 17, 12 p., 100296.Research output: Contribution to journal › Article › Research › peer review
- Published
Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX
Chen, X., Teng, X., Chen, H., Pan, Y. & Geyer, P., Jan 2024, In: Biomedical Signal Processing and Control. 87, 105475.Research output: Contribution to journal › Article › Research › peer review
- Published
Flow Field Prediction with Various Air Inlet Positions Based on Convolutional Neural Network
Wang, S. & Geyer, P., 2024, Proceedings of the 31st International Workshop on Intelligent Computing in Engineering. p. 146-155 10 p.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- 2023
- Published
Feasibility Analysis of POD and Deep-Autoencoder for Reduced Order Modelling: Indoor Environment CFD Prediction
Wang, S., Chen, X. & Geyer, P., 2023, In: Building Simulation Conference Proceedings. 18, p. 647-654 8 p.Research output: Contribution to journal › Conference article › Research › peer review
- Published
HVAC System Performance Modeling Using Component-Based Machine Learning
Nabavi, S. A., Saluz, U., Wolf, M. & Geyer, P., 2023, In: Building Simulation Conference Proceedings. 18, p. 2680-2687 8 p.Research output: Contribution to journal › Conference article › Research › peer review
- Published
Pathway toward prior knowledge-integrated machine learning in engineering
Chen, X. & Geyer, P., 2023, In: Building Simulation Conference Proceedings. 18, p. 2331-2338 8 p.Research output: Contribution to journal › Conference article › Research › peer review
- 2022
- Published
Introducing causal inference in the energy-efficient building design process
Chen, X., Abualdenien, J., Mahan Singh, M., Borrmann, A. & Geyer, P., 15 Dec 2022, In: Energy and Buildings. 277, 14 p., 112583.Research output: Contribution to journal › Article › Research › peer review
- Published
A hybrid-model forecasting framework for reducing the building energy performance gap
Chen, X., Guo, T., Kriegel, M. & Geyer, P., Apr 2022, In: Advanced engineering informatics. 52, 101627.Research output: Contribution to journal › Article › Research › peer review
- Published
Early-stage design support combining machine learning and building information modelling
Singh, M. M., Deb, C. & Geyer, P., Apr 2022, In: Automation in construction. 136, 104147.Research output: Contribution to journal › Article › Research › peer review
- Published
Untersuchungen zum netzgeführten Taktbetrieb einer Betonkerntemperierung
Schäuble, J. E., 2022, Hannover.Research output: Thesis › Doctoral thesis
- 2021
- Published
Postcolonial Cosmopolitanisms: Two Port Cities and the Linkages Between the Caribbean and the Baltic Sea
Diesch, A. E. & Hansen, J., May 2021, Cosmopolitan Habitats: A Research Agenda for Urban Resilience. Schröder, J., Carta, M., Contato, A. & Scaffidi, F. (eds.). p. 192-197Research output: Chapter in book/report/conference proceeding › Contribution to book/anthology › Research › peer review
- Published
A hybrid-model time-series forecasting approach for reducing the building energy performance gap
Chen, X., Guo, T. & Geyer, P. F., 2021, EG-ICE 2021 Workshop on Intelligent Computing in Engineering, Proceedings. Abualdenien, J., Borrmann, A., Ungureanu, L.-C. & Hartmann, T. (eds.). Berlin, p. 44-53 10 p. (EG-ICE 2021 Workshop on Intelligent Computing in Engineering, Proceedings).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- 2020
- Published
Batteriespeicher in Nichtwohngebäuden: Untersuchungen zum Einsatz zur Lastspitzenkappung und Steigerung der Netzdienlichkeit
Paul, E., 2020, Hannover. 113 p.Research output: Thesis › Doctoral thesis
- 2019
- Published
New MOVE: Architektur in Bewegung – Neue dynamische Komponenten und Bauteile
Schumacher, M., Vogt, M. & Cordon Krumme, L. A., Dec 2019, Basel. 221 p.Research output: Book/Report › Monograph › Research
- Published
schneider + schumacher: 30
Schumacher, M. (Editor) & Schneider, T. (Editor), Sept 2019, Esslingen. 359 p.Research output: Book/Report › Monograph › Research › peer review