Germany
Karlsruhe Institute of Technology - Institute for Industrial Production (IIP)
machine learning, XGBoost, building height, building footprint, 3-D building data, geodata
XGBoost, TABULA typology, residential buildings, data imputation, building data, refurbishment state, construction year, size class, Building archetypes
XGBoost, TABULA typology, building data, refurbishment state, construction year, size class
Energy autonomy, off-grid, self-sufficiency, municipal level, energy system optimization, Parallelized optimization
Geospatial Data Processing, Land Eligibility Analysis, Renewable Energy Potential, Combined Raster and Vector Analysis
national energy and climate action plan, climate city contract, spatial disaggregation, multi-level governance, top-down climate action
Energy system analysis; onshore wind; public acceptance; scenicness; landscape aesthetics; cluster analysis; linear optimization; gaussian process regression
Temporal resolutionTime series aggregationRenewable energy systemsSelf-sufficiencyLost loadSub-hourly
building simulation, Heat Demand, heat pump, Rooftop PV, Self-sufficiency, Germany
large language models, GPT, heritage value, Energy Performance of Buildings Directive, street-level imagery, zero-shot
