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2020 – today
- 2024
[j5]Philipp Geyer
, Manav Mahan Singh, Xia Chen:
Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning demonstrated by energy-efficient building design. Adv. Eng. Informatics 62: 102843 (2024)- [j4]Xia Chen, Manav Mahan Singh, Philipp Geyer:
Utilizing domain knowledge: Robust machine learning for building energy performance prediction with small, inconsistent datasets. Knowl. Based Syst. 294: 111774 (2024) - 2023
- [i3]Xia Chen, Manav Mahan Singh, Philipp Geyer:
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets. CoRR abs/2302.10784 (2023) - 2022
- [i2]Xia Chen, Jimmy Abualdenien, Manav Mahan Singh, André Borrmann, Philipp Geyer:
Introducing causal inference in the energy-efficient building design process. CoRR abs/2203.10115 (2022) - 2021
- [i1]Philipp Geyer, Manav Mahan Singh, Xia Chen:
Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning. CoRR abs/2108.13836 (2021) - 2020
- [j3]Manav Mahan Singh, Philipp Geyer:
Information requirements for multi-level-of-development BIM using sensitivity analysis for energy performance. Adv. Eng. Informatics 43: 101026 (2020) - [j2]Manav Mahan Singh, Sundaravelpandian Singaravel, Ralf Klein, Philipp Geyer:
Quick energy prediction and comparison of options at the early design stage. Adv. Eng. Informatics 46: 101185 (2020) - [j1]Jimmy Abualdenien, Patricia Schneider-Marin, Ata Zahedi, Hannes Harter, Hannah Exner, Daniel Steiner, Manav Mahan Singh, André Borrmann, Werner Lang, Frank Petzold, Markus König, Philipp Geyer, Martina Schnellenbach-Held:
Consistent management and evaluation of building models in the early design stages. J. Inf. Technol. Constr. 25: 212-232 (2020)
2010 – 2019
- 2018
- [c2]Philipp Geyer, Manav Mahan Singh, Sundaravelpandian Singaravel:
Component-Based Machine Learning for Energy Performance Prediction by MultiLOD Models in the Early Phases of Building Design. EG-ICE 2018: 516-534 - [c1]Manav Mahan Singh, Philipp Geyer:
Statistical Decision Assistance for Determining Energy-Efficient Options In Building Design Under Uncertainty. EG-ICE 2018
Coauthor Index
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