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Researcher
Manav Mahan Singh
- Disciplines:Architectural engineering, Architecture, Interior architecture, Architectural design, Art studies and sciences
Affiliations
- History, Theory and Criticism of Architecture (Division)
Member
From17 Dec 2021 → 31 May 2022 - Design and Engineering of Construction and Architecture (Division)
Member
From1 Aug 2020 → 31 Oct 2021 - Architectural Engineering (Division)
Member
From4 May 2017 → 31 Jul 2020
Projects
1 - 1 of 1
- Early Stage Design Support using Machine Learning and Building Information ModellingFrom29 Mar 2018 → 29 Mar 2022Funding: BOF - doctoral mandates
Publications
1 - 10 of 11
- Machine learning for early stage building energy prediction: Increment and enrichment(2021)
Authors: Manav Mahan Singh
Pages: 1 - 17 - Quick energy prediction and comparison of options at the early design stage(2020)
Authors: Manav Mahan Singh, Ralf Klein
Pages: 1 - 15 - CONSISTENT MANAGEMENT AND EVALUATION OF BUILDING MODELS IN THE EARLY DESIGN STAGES(2020)
Authors: Manav Mahan Singh
Pages: 212 - 232 - Uncertainty Analysis of Life Cycle Energy Assessment in Early Stages of Design(2020)
Authors: Manav Mahan Singh, Philipp Geyer
- Applying Deep Learning and Databases for Energyefficient Architectural Design(2020)
Authors: Manav Mahan Singh
Pages: 79 - 87 - Information requirements for multi-level-of-development BIM using sensitivity analysis for energy performance(2019)
Authors: Manav Mahan Singh, Philipp Geyer
Pages: 1 - 8 - Statistical decision assistance for determining energy-efficient options in building design under uncertainty(2019)
Authors: Manav Mahan Singh, Philipp Geyer
Pages: 1 - 10 - Information Exchange Scenarios between Machine Learning Energy Prediction Model and BIM at Early Stage of Design(2018)
Authors: Manav Mahan Singh, Sundar Singaravel, Philipp Geyer
Pages: 487 - 494 - Component-based machine learning for energy performance prediction by multiLOD models in the early phases of building design(2018)
Authors: Philipp Geyer, Manav Mahan Singh, Sundar Singaravel
Pages: 516 - 534 - Early-stage design support combining machine learning and building information modelling
Authors: Manav Mahan Singh