Publications
2024
- 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
2022
- 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
- External
An AI-based open recommender system for personalized labor market driven education
Tavakoli, M., Faraji, A., Vrolijk, J., Molavi, M., Mol, S. T. & Kismihók, G., Apr 2022, In: Advanced engineering informatics. 52, 101508.Research output: Contribution to journal › Article › Research › peer review
2021
- External
Fusing data, engineering knowledge and artificial intelligence for the built environment
Geyer, P. F., Koch, C. & Pauwels, P., Apr 2021, In: Advanced engineering informatics. 48, 101242.Research output: Contribution to journal › Editorial in journal › Research › peer review
2020
- External
Quick energy prediction and comparison of options at the early design stage
Singh, M. M., Singaravel, S., Klein, R. & Geyer, P. F., Oct 2020, In: Advanced engineering informatics. 46, 101185.Research output: Contribution to journal › Article › Research › peer review
- External
Information requirements for multi-level-of-development BIM using sensitivity analysis for energy performance
Singh, M. M. & Geyer, P. F., Jan 2020, In: Advanced engineering informatics. 43, 101026.Research output: Contribution to journal › Article › Research › peer review
2019
- External
Deep convolutional learning for general early design stage prediction models
Singaravel, S., Suykens, J. & Geyer, P. F., Oct 2019, In: Advanced engineering informatics. 42, 100982.Research output: Contribution to journal › Article › Research › peer review
2018
- External
Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction
Singaravel, S., Suykens, J. & Geyer, P. F., Oct 2018, In: Advanced engineering informatics. 38, p. 81-90 10 p.Research output: Contribution to journal › Article › Research › peer review
2017
- External
Application of clustering for the development of retrofit strategies for large building stocks
Geyer, P. F., Schlueter, A. & Cisar, S., Jan 2017, In: Advanced engineering informatics. 31, p. 32-47 16 p.Research output: Contribution to journal › Article › Research › peer review
2013
- External
Advanced computing for the built environment
Borrmann, A., Geyer, P. F. & Koch, C., Oct 2013, In: Advanced engineering informatics. 27, 4, p. 411-412 2 p.Research output: Contribution to journal › Editorial in journal › Research › peer review
2012
- External
Systems modelling for sustainable building design
Geyer, P. F., Oct 2012, In: Advanced engineering informatics. 26, 4, p. 656-668 13 p.Research output: Contribution to journal › Article › Research › peer review
2009
- External
Component-oriented decomposition for multidisciplinary design optimization in building design
Geyer, P. F., Jan 2009, In: Advanced engineering informatics. 23, 1, p. 12-31 20 p.Research output: Contribution to journal › Article › Research › peer review