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sltzgs / Wind_Turbine_SCADA_open_data

list of open data wind turbine data sets
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Wind_Turbine_SCADA_open_data

Table of open source wind turbine SCADA data sets:

ID Dataset Loc Met-
mast		 Trb
#		 Var
#		 Logs
x/o		 Labels
x/o		 ΔT ∑T Ref Remarks/License
1 EDP Open Data ESP (on) x 5 ~80 x x1 10min 2y - register & log-in to platform
2 Winji Gearbox Challenge ? ? 5 ~20 x x2 10min 3y - register & consent from WinJi
3 Kelmarsh Farm UK (on) o 6 ~99 x o 10min3 5y - farm info
4 Penmanshiel Farm UK (on) o 14 >150 x o 10min3 5y - farm info
5 Ørsted Anholt Offshore DEN (off) (x)4 111 ? ? ? 10min 2y - application/NDA; farm info
6 Ørsted Westermost Rough UK (off) (x)4 35 ? ? ? 10min 2y - application/NDA; farm info
7a "CAREtoCompare" Windfarm B GER (off) ? 9 64 ? x 10min 2y - normalized for anonymization
7b "CAREtoCompare" Windfarm C GER (off) ? 22 238 ? x 10min 2y - normalized for anonymization
8 Fuhrländer Farm ? (on) o 5 312 x o 5min 3y [2] Eclipse Public License v2.0
9a DSforWind Windfarm 1a ? (on) x6 4 7 o o 10min 1y - -
9b DSforWind Windfarm1b ? (off) x6 2 7 o o 10min 1y - -
9c DSforWind Windfarm 2a ? (on) x6 2 7 o o 10min 1y - -
9d DSforWind Windfarm 2b ? (off) x6 2 7 o o 10min 1y - -
10 PCWG Data Sets ? (on) x 3 1 o o 10min 1y - -
11 Norrekaer Windfarm DK (on) x 41 3 o o 10min 1.5y [3] farm info
11 Delabole Windfarm UK (on) x 10 1 o o 10min 1y [4] farm info
12 Dundalk IoT IRE (on) o 1 20 o x7 10min 14y - urban terrain
13 Kaggle Wind Turbine TUR (on) o 1 4 o o 10min 1y - -
14 Small São Paulo BRZ (on) o 1 ~40 o o 1min 5y - small, urban turbine
15 Björkö Wind Turbine SWE (on) o 1 68 o o 1sec 1y - small; turbine info
16 IET-OST Turbine SUI (on) o 1 15 o o 1sec 1.5y - small; turbine info
17 Pedra do Sal Wind Farm BRZ (on) x 20 ~40 o o 10min 1y - farm info
18 Beberibe Wind Farm BRZ (on) x 32 ~40 o o 10min 1y - farm info
19 SMARTEOLE Wind Farm FRA (on) x 7 ~40 x o 10min 4m [5] wake steering; farm info
98 Engie La Haute Borne FR (on) o 4 ~80 o o 10min 8y - offline; farm info
99 Levenmouth Turbine UK (near) x 1 >500 x o 10min/1sec 3y - not for free (~2000 £)

o = no / x = yes

1 Manual annotations of major failures or component replacements
2 SCADA error log indicator
3 Statistics from wave buoy and ground-based LIDAR data.
4 Higher resolution on request
5 Environmental measures (except wind speed & TI) come from metmast
6 Ground-based LIDAR
7 Gearbox replacement in 2018-2019

Data Loaders and Overview Plots:

--- to be added ---

Comunity Annotations:

--- to be added ---

References:

Many of the above listed datasets are described and analysed in [1].

[1]
[Effenberger, Nina, and Nicole Ludwig. "A collection and categorization of open‐source wind and wind power datasets." Wind Energy 25.10 (2022): 1659-1683.](https://onlinelibrary.wiley.com/doi/full/10.1002/we.2766)
[2]
[Marti-Puig, P., Blanco-M., A., Cusidó, J. et al. Wind turbine database for intelligent operation and maintenance strategies. Sci Data 11, 255 (2024).](https://www.nature.com/articles/s41597-024-03067-9)
[3]
[Hansen, Kurt Schaldemose; Vasiljevic, Nikola; Sørensen, Steen Arne (2022). SCADA data from Norre_m2 wind farm. Technical University of Denmark. Dataset.] (https://doi.org/10.11583/DTU.19076756.v1)
[4]
[Hansen, Kurt Schaldemose (2021). Scada data from Delabole wind farm. Technical University of Denmark. Dataset.] (https://doi.org/10.11583/DTU.14077004)
[5]
[Simley, E., Fleming, P., Girard, N., Alloin, L., Godefroy, E., and Duc, T.: Results from a wake-steering experiment at a commercial wind plant: investigating the wind speed dependence of wake-steering performance, Wind Energ. Sci., 6, 1427–1453, https://doi.org/10.5194/wes-6-1427-2021, 2021.](https://wes.copernicus.org/articles/6/1427/2021/wes-6-1427-2021.html) ## How to contribute: We welcome contributions to expand the collection of open datasets in this repository. If you have an open dataset you'd like to add, please feel free to submit a new pull request. To contribute a new dataset: 1. Open a new issue in the repository and describe the dataset you would like to add, including the following information: - Dataset name and Source URL - Brief description - License or terms of use - Any other relevant details 2. Fork the repository to your own GitHub account. 3. Add the new dataset to the Datasets table in the README.md file, following the existing format. 4. Commit your changes and push them to your forked repository. 5. Submit a pull request, referencing the issue you opened earlier. The maintainers will review your contribution and merge it if it meets the repository's guidelines. We appreciate all contributions that help expand the collection of open datasets available in this repository. If you have any questions or need assistance, please don't hesitate to open a new issue.