M

MachineLearning

This Python-based REST API delivers energy simulation data for the “Energieautarkes Wohnquartier” project. It provides both precomputed results for various building and system configurations, as well as real-time predictions using a machine learning model trained on over 3,300 high-fidelity SimulationX simulations.

The API can be used alongside the separately developed React/Three.js frontend to enable real-time evaluation of user-defined scenarios. Deterministic simulations and ML-based regression are combined to ensure fast and accurate responses, even for previously unseen configurations.