🧠 Core Concepts

• Main Core Concepts: The Basics
  • 1. The Goal: Choosing a Cost Function
  • 2. The Timing: Optimization Types
  • 3. The Devices
  • Technical Reference
• An EMS based on Linear Programming
  • Motivation
  • Linear programming
  • Household EMS with LP
  • The EMHASS optimizations
  • Time windows for deferrable loads
  • References
• The forecast module
  • PV power production forecast
  • Load power forecast
  • Load cost forecast
  • PV production selling price forecast
  • Passing your own forecast data
  • Now/current values in forecasts
  • References
• The machine learning forecaster
  • A basic model fit
  • The predict method
  • The tuning method with Bayesian hyperparameter optimization
  • How does this work?
  • Going further?
• The machine learning regressor
  • A basic model fit
  • The predict method
  • Storing CSV files