Königsworther Platz 1
Hannover, 30167
Germany
Leibniz University Hannover
Artificial intelligence, machine learning, regression model, systems engineering, complex systems, surrogate model
District heating optimization, temporal uncertainty, component-based machine learning (CBML), energy system modelling, climate-neutral heating solutions, network scope analysis
District heating optimization, temporal uncertainty, component-based machine learning, energy system modelling, climate-neutral heating solutions
Keywords Proton Exchange Membrane Water Electrolysis, Degradation Analysis, Machine Learning, Knowledge Engineering
energy-efficient building design, causal inference, building performance simulation, decision support, data-driven model, domain knowledge integration
Component-based machine learning, Composability, Model organization, Data utilization, Buildin engineering
Building energy prediction, Component-based machine learning (CBML), Data-Driven Methods, Prior knowledge integration, Semantic information, Model organization
Early design decisions, Integrated design workflow, BIM variant management, Adaptive detailing, Life-cycle assessment, machine learning
