| # Remote Microgrid Time-Series Dataset | |
| This dataset provides one-minute–resolution time-series traces from a remote wind–diesel–battery microgrid. It contains normalized historical values and short-term forecasts for available wind power and electrical demand. The data are anonymized but preserve the temporal structure needed for research on microgrid control and forecasting. | |
| --- | |
| ## Contents | |
| Parquet files included: | |
| - **norm_avail_wind_power_data.parquet** — Realized available wind power | |
| - **norm_avail_wind_power_forecast.parquet** — Forecasts of available wind power (`DateTime`, `DateTimeUpdated`) | |
| - **norm_demand.parquet** — Realized electrical demand | |
| - **norm_demand_forecast.parquet** — Demand forecasts (`DateTime`, `DateTimeUpdated`) | |
| - **data_exploration.ipynb** — Example notebook for loading and visualizing the data | |
| All series are normalized; see the notebook for details. | |
| --- | |
| ## Usage | |
| ```python | |
| import pandas as pd | |
| wind = pd.read_parquet("norm_avail_wind_power_data.parquet") | |
| demand = pd.read_parquet("norm_demand.parquet") | |
| wind_fc = pd.read_parquet("norm_avail_wind_power_forecast.parquet") | |
| demand_fc = pd.read_parquet("norm_demand_forecast.parquet") | |
| ```` | |
| --- | |
| ## Citation | |
| ```bibtex | |
| @article{nekoei2025shielded, | |
| title = {Shielded Controller Units for RL with Operational Constraints Applied to Remote Microgrids}, | |
| author = {Nekoei, Hadi and Blondin Massé, Alexandre and Hassani, Rachid and Chandar, Sarath and Mai, Vincent}, | |
| journal = {arXiv preprint arXiv:2512.01046}, | |
| year = {2025} | |
| } | |
| ``` | |
| --- | |
| Datasets licensed under the Creative Commons Attribution-NonCommercial 4.0 International License. | |