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| # Remote Microgrid Time-Series Dataset |
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| 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. |
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| ## Contents |
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| Parquet files included: |
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| - **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 |
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| All series are normalized; see the notebook for details. |
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| --- |
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| ## Usage |
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| ```python |
| import pandas as pd |
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| 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") |
| ```` |
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| --- |
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| ## Citation |
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| ```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} |
| } |
| ``` |
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| --- |
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| Datasets licensed under the Creative Commons Attribution-NonCommercial 4.0 International License. |
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