| # Wind Turbine SCADA Data For Early Fault Detection | |
| ## About the Dataset | |
| This dataset, originally published as "CARE to Compare: Wind Turbine Anomaly Detection Dataset," contains real-world SCADA data from wind turbines. It is designed for testing and developing anomaly detection algorithms for wind energy systems. | |
| ### Dataset Overview | |
| - **Duration:** 89 years of cumulative operating data | |
| - **Turbines:** 36 wind turbines across 3 wind farms | |
| - **Datasets:** 95 total datasets | |
| - 44 contain labeled anomaly events | |
| - 51 represent normal behavior | |
| - **Resolution:** 10-minute SCADA data intervals | |
| - **Feature Count:** | |
| - Wind Farm A: 86 features | |
| - Wind Farm B: 257 features | |
| - Wind Farm C: 957 features | |
| - **Data Structure:** Each dataset contains 1 year of training data plus 4-98 days of prediction data | |
| ### Key Features | |
| - **Detailed fault information**: Most comprehensive publicly available wind turbine fault dataset | |
| - **Status-based labels**: Ensures high-quality training data | |
| - **Labeled anomaly events**: 44 labeled time frames of faults | |
| - **Normal operation datasets**: 51 time series with no faults | |
| - **Comprehensive sensor descriptions**: Includes units and descriptions for all measured variables | |
| ## Potential Applications | |
| - **Anomaly detection algorithm development and testing** | |
| - **Predictive maintenance modeling** | |
| - **Wind turbine performance analysis** | |
| - **SCADA-based condition monitoring** | |
| - **Benchmark testing using the CARE score (Coverage, Accuracy, Reliability, and Earliness)** | |
| ## Citation | |
| If you use this dataset, please cite the original paper: | |
| > Güuck, C., Roelofs, C.M.A., & Faulstich, S. (2024). CARE to Compare: A real-world dataset for anomaly detection in wind turbine data. arXiv:2404.10320 | |
| ## Original Source | |
| This dataset was originally published at: | |
| - [Zenodo](https://zenodo.org/doi/10.5281/zenodo.10958774) | |
| - [Fordatis](http://dx.doi.org/10.24406/fordatis/343) | |
| ## Modification Note | |
| The only modification made to the original dataset is the replacement of semicolons with commas as CSV separators to facilitate easier data loading and analysis. | |
| ## License | |
| This dataset is shared under the **Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)** license. | |