Manav Mahan Singh

11 papers Journal 9Unranked 2

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Enrichment of building energy models using error domain constrained generative machine learning. Adv. Eng. Informatics Manav Mahan Singh, Klara Santer, José Quesada-Allerhand, Ian F. C. Smith
2024	J	`jnl`	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 Philipp Geyer, Manav Mahan Singh, Xia Chen
2024	J	`jnl`	Utilizing domain knowledge: Robust machine learning for building energy performance prediction with small, inconsistent datasets. Knowl. Based Syst. Xia Chen, Manav Mahan Singh, Philipp Geyer
2023	J	`jnl`	Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets. CoRR Xia Chen, Manav Mahan Singh, Philipp Geyer
2022	J	`jnl`	Introducing causal inference in the energy-efficient building design process. CoRR Xia Chen, Jimmy Abualdenien, Manav Mahan Singh, André Borrmann, Philipp Geyer
2021	J	`jnl`	Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning. CoRR Philipp Geyer, Manav Mahan Singh, Xia Chen
2020	J	`jnl`	Consistent management and evaluation of building models in the early design stages. J. Inf. Technol. Constr. 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
2020	J	`jnl`	Information requirements for multi-level-of-development BIM using sensitivity analysis for energy performance. Adv. Eng. Informatics Manav Mahan Singh, Philipp Geyer
2020	J	`jnl`	Quick energy prediction and comparison of options at the early design stage. Adv. Eng. Informatics Manav Mahan Singh, Sundaravelpandian Singaravel, Ralf Klein, Philipp Geyer
2018	—	`conf`	Component-Based Machine Learning for Energy Performance Prediction by MultiLOD Models in the Early Phases of Building Design. EG-ICE Philipp Geyer, Manav Mahan Singh, Sundaravelpandian Singaravel
2018	—	`conf`	Statistical Decision Assistance for Determining Energy-Efficient Options In Building Design Under Uncertainty. EG-ICE Manav Mahan Singh, Philipp Geyer