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hems

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Diese Integration ermöglicht die lokale Einbindung von gridX-Energiemanagern (wie der gridBox) in Home Assistant. Im Gegensatz zu Cloud-basierten Lösungen liest sie die Echtzeitdaten zu Photovoltaik, Batteriespeichern, Hausverbrauch und Netzbezug direkt über die API des Gateways aus.

  • Updated Sep 1, 2026
  • Python

Risk-aware and explainable AI framework for solar-integrated residential energy management (HEMS) under forecast uncertainty. Features ML-based solar/load forecasting, empirical sigma risk margins, SHAP explainability, an LLM-powered energy assistant, ESP32 IoT telemetry, and safe relay control.

  • Updated Sep 8, 2026
  • Python

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