Research output per year
Research output per year
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Component-Based Machine Learning for Indoor Flow and Temperature Fields Prediction: latent feature aggregation and flow interaction
Wang, S., Thuerey, N. & Geyer, P., 1 Mar 2026, In: Energy and buildings. 354, 116958.Research output: Contribution to journal › Article › Research › peer review
Open Access -
From ‘What-is’ to ‘What-if’ in human-factor analysis: A post-occupancy evaluation case
Chen, X., Sun, R., Geyer, P., Borrmann, A. & Schiavon, S., 15 Mar 2026, In: Building and environment. 292, 114285.Research output: Contribution to journal › Article › Research › peer review
Open Access -
Integrating symbolic neural networks with building physics: A study and proposal
Chen, X., Lv, G., Zhuang, X., Duarte Roa, C., Schiavon, S. & Geyer, P., 1 Oct 2025, In: Journal of Building Engineering. 111, 113033.Research output: Contribution to journal › Article › Research › peer review
Open Access -
semio : Large-language-model-based building-information-model alignment for automatic-compliance-checking: towards closing the gap between model authoring and model checking for kit-of-parts architecture
Saluz, U., Baimuratov, I. & Geyer, P., 1 Jul 2025, eg-ice Workshop 2025. Moreno-Rangel, A. & Kumar, B. (eds.). GBR: University of Strathclyde Publishing, p. 272-281Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
Open Access -
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
Open Access
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Automated Testbed for Building Systems Components
Geyer, P. F. (Principal Investigator)
1 Oct 2024 → 31 Dec 2030
Project: Research
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Heisenberg Professorship: Artificial Intelligence at Engineering Assistance for Sustainable Building Design
Geyer, P. F. (Principal Investigator)
1 Jan 2022 → 31 Dec 2026
Project: Research
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Knowledge Base and Machine-Learning Assistance for Performance-oriented Building (sub-project TP 4 of the Research Unit 2363: Evaluation of building design variants in early phases on the basis of adaptive detailing strategies)
Geyer, P. F. (Principal Investigator)
1 Mar 2022 → 31 Dec 2024
Project: Research
Datasets
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Data Enrichment and Increment for Deep Learning Component-based Energy Prediction Model
Singh, M. M. (Creator), Singaravel, S. (Creator) & Geyer, P. F. (Creator), Mendeley Data, 14 Jun 2020
DOI: 10.17632/9jvh8ckjbw
Dataset
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Utilizing domain knowledge: robust machine learning for building energy performance prediction with small, inconsistent datasets
CHEN, X. (Creator), Singh, M. M. (Creator) & Geyer, P. (Creator), Mendeley Data, 15 Nov 2023
DOI: 10.17632/fctghwx3r9.2, https://data.mendeley.com/datasets/fctghwx3r9/2
Dataset
Equipment
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Automated Testbed for Building Systems Components
Geyer, P. F. (Head)
Sustainable Building SystemsResearch infrastructure/Equipment: Major Research Instrumentation
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Flüssigkeitskonditionierer
Geyer, P. F. (Head)
Sustainable Building SystemsResearch infrastructure/Equipment: Major Research Instrumentation
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Klimaprüfkammer CW -55/43
Geyer, P. F. (Head)
Sustainable Building SystemsResearch infrastructure/Equipment: Major Research Instrumentation
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Luftkonditioniergerät CR -60/30/R4000
Geyer, P. F. (Head) & Reck, C. (Head)
Sustainable Building SystemsResearch infrastructure/Equipment: Major Research Instrumentation
Prizes
Activities
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Leibniz Research Centre Energy 2050 (Organisational unit)
Geyer, P. F. (Member)
2025Activity: Membership › Membership in a scientific association/a scientific community
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Leibniz Research Centre Energy 2050 (Organisational unit)
Geyer, P. F. (Member)
2022Activity: Membership › Membership in a scientific association/a scientific community
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European Group for Intelligent Computing in Engineering (eg-ice) (External organisation)
Geyer, P. F. (Member)
2021 → 2024Activity: Membership › Membership in a scientific association/a scientific community
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European Group for Intelligent Computing in Engineering (eg-ice) (External organisation)
Geyer, P. F. (Member)
2016Activity: Membership › Membership in a scientific society/academy of science › Research