emflow: Open-source energy modelling framework

▶️ Introduction

• Introduction
• Purpose
• Features
• Installation
• Contributing
• Support and Contact

🪜 Walkthrough

• Walkthrough of the emflow framework
• Step 1: Define Your Energy Assets
• Step 2: Specify Dynamic State Variables
• Step 3: Define Action Variables
• Step 4: Create the Environment
• Step 5: Establish the Objective Function
• Step 6: Design Agents’ Policies
• Step 7: Run the Simulated Environment
• Conclusion

📝 Notebook Examples

• Notebook title
  • Load problem
  • Create prediction model
  • Run the sequential decision loop
• HEFTCom2024
  • Load data
  • Create and plot energy system
  • Create Environment
  • Create Objective
  • Create Predictor
  • Create Agent
• Temperature Autoregression — a leak-free evaluation walkthrough
  • 1. Load the problem
  • 2. Explore the data
  • 3. The evaluation contract — what the model is (and isn’t) allowed to see
  • 4. The autoregressive model
  • 5. Forecast and evaluate on 2026
  • 6. No data leakage — demonstrated
  • 7. Recap & next steps

🔋 Assets

• Base
• Geospatial
• Timeseries
• Solar
• Wind
• Battery
• Hydro
• Heatpump
• Power Grid
• Energy Collection

🧩 Problems

• Dataset
  • Dataset
• Environment
  • Environment
  • Env
  • MicroGridEnv
  • HybridPowerPlantEnv
  • EnergyCommunityEnv
• Objective
  • Objective
  • MeanSquaredError
  • MeanAbsoluteError
  • PinballLoss

📦 Spaces

• Base Space
  • BaseSpace
• Input Space
  • InputSpace
  • StateSpace
• Output Space
  • OutputSpace
  • ActionSpace

🤖 Models

• Model
  • Model
• Simulator
  • Simulator
• Predictor
  • Predictor
• Optimizer
  • Optimizer
• Agent
  • Agent

♻️ Experiments

• Experiment
  • Experiment
• Benchmark
• Scenario

Indices and tables

• Index

• Module Index

• Search Page