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
Simulation von Aerosolen im Gebäude sowie der Partikeldeposition im menschlichen Respirationstrakt
Drzymalla, J. S., 19 Jun 2024, Hannover. 190 p.Research output: Thesis › Doctoral thesis
- 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
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
Component-Based Machine Learning for HVAC Systems Component Modeling
Nabavi, S. A., Saluz, U., Mohammadi, S. & Geyer, P., 2023.Research output: Contribution to conference › Paper › Research › peer review
- 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
- Published
Semio: A meta-model for formalizing reusable parametric semantic architectural concepts for non-standard collaborative testable designing
Saluz, U. & Geyer, P., 2023.Research output: Contribution to conference › Paper › Research › peer review
- Published
Sustainability recommendation system for process-oriented building design alternatives under multi-objective scenarios
Chen, X. & Geyer, P., 2023.Research output: Contribution to conference › Paper › Research › peer review
- 2022
- Published
Robotic wood winding for architectural structures-computational design, robotic fabrication and structural modeling methods
Margariti, G., Göbert, A., Ochs, J., Eversmann, P., Felita, F., Saluz, U., Geyer, P. & Lienhard, J., 18 Sept 2022, Towards Radical Regeneration: Design Modelling Symposium Berlin 2022. Springer International Publishing AG, p. 269-282 14 p.Research output: Chapter in book/report/conference proceeding › Contribution to book/anthology › Research › peer review
- 2021
- 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
- 2008
- Published
The Transformation of an Architectural Design into an Optimization Model: Design Intentions and Qualitative Aspects
Geyer, P. F., 2008, eg-ice Workshop 2008.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review