Home Assistant custom component that aids in both peak-level energy charge avoidance and spotprice-aware charging.
Model Predictive Control for optimal battery operation
FInal Project for AA 203: Optimal and Learning-Based Control: Real-Time, Multi-Service Operation of Grid-Scale Energy Storage using Model Predictive Control
Home Assistant custom component to help hvac-systems stay below peak hourly energy levels and prioritize cheap hours to heat your home.
Solar Energy Management for Home Assistant — Smart EV charging with auto-detection for KEBA, Easee, Wallbox, Zaptec, go-eCharger & more. Battery SOC zones, night charging with forecast reduction, peak load shaving. Auto-detects inverter sign conventions (Huawei, GoodWe, Enphase, SolarEdge, Fronius). 200+ sensors, Lumina dashboard.
A Home Assistant custom integration for monitoring power tariffs with peak consumption tracking
Peak shaving / tehomaksun saasto (Optimaatti Shelly Family)
Demand-response simulator for urban energy districts. Models 24 flexible city loads against real Finnish electricity prices and CO₂ intensity data to show how smart scheduling reduces grid peaks, energy costs, and emissions. Built at Urban Circular Hack Helsinki 2025.
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