Code and data for the article "Reliable frequency regulation through vehicle-to-grid: Encoding legislation with robust constraints" by Dirk Lauinger, François Vuille, and Daniel Kuhn available at https://pubsonline.informs.org/doi/10.1287/msom.2022.0154 and https://arxiv.org/pdf/2005.06042v4.pdf. This project was funded by the Institut VEDECOM.

Code and data for the article "Frequency Regulation with Storage: On Losses and Profits" by Dirk Lauinger, François Vuille, and Daniel Kuhn, available at https://doi.org/10.1016/j.ejor.2024.03.022 and https://arxiv.org/pdf/2306.02987v2.pdf. This project was funded by the Institut VEDECOM.

Rainflow‑aware DQN for battery dispatch (arbitrage + FR/reserves): Gymnasium env with safety layer, exact cycle‑based degradation, time features & stacked observations; SB3 training.

🔋 Optimize battery dispatch using a rainflow-aware DQN that tracks degradation and enhances performance with advanced features for reliable results.