Manav Mahan Singh

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 9

Top Topics

Systems Engineering

Prediction Error

Energy Consumption

Machine Learning

Top Venues

Adv. Eng. Informatics

J. Inf. Technol. Constr.

Publications

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 (2024)
Xia Chen, Manav Mahan Singh, Philipp Geyer
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets. CoRR (2023)
Xia Chen, Jimmy Abualdenien, Manav Mahan Singh, André Borrmann, Philipp Geyer
Introducing causal inference in the energy-efficient building design process. CoRR (2022)
Philipp Geyer, Manav Mahan Singh, Xia Chen
Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning. CoRR (2021)
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 (2020)
Manav Mahan Singh, Philipp Geyer
Information requirements for multi-level-of-development BIM using sensitivity analysis for energy performance. Adv. Eng. Informatics 43 (2020)
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 (2020)
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)
Manav Mahan Singh, Philipp Geyer
Statistical Decision Assistance for Determining Energy-Efficient Options In Building Design Under Uncertainty. EG-ICE (2018)