OpenWindSCADA

Repository of openly available wind turbine SCADA datasets with high-level descriptions, reusable data loaders for convenient CSV import, and a platform for documenting insights related to data quality and malfunctions.

For questions and feedback, plese reach out to: simon.leszek@tu-berlin.de

Table of open source wind turbine SCADA data sets:

| |ID| Dataset | .jpynb |Loc |Met-
mast |Trb
# |Var
# |Logs
✓/✗ |Labels
✓/✗ |ΔT |∑T |Ref | Remarks/License | |---|--|----------------------------------------------------------------------------------------------------------------|--------------------------------------------|- |- |- |- |- |- |- |- | - |--------------------------------------------| |:-1:|1 | EDP Open Data | here | ESP (on) |✓ | 5 |~80 | ✓ | ✓¹| 10m | 2y | - | :warning: Currently unavailable; T09 removed from dataset | | |2 | Winji Gearbox Challenge | ✗ | ? |? | 5 |~20 | ✓ | ✓²| 10m | 3y | - | register & consent from WinJi | |:star:|3 | Kelmarsh Farm | here | UK (on) |✗ | 6 |~99 | ✓ | ✗ | 10m³ | 5y| - | farm info| |:star:|4 | Penmanshiel Farm | ✗ | UK (on) |✗ |14 |>150 | ✓ | ✗ | 10m³ | 5y| - | farm info | | |5 | Ørsted Anholt Offshore | ✗ | DEN (off) |(✓)⁴ | 111 | ? | ? | ? | 10m | 2y | - | application/NDA; farm info | | |6 | Ørsted Westermost Rough | ✗ | UK (off) |(✓)⁴ | 35 | ? | ? | ? | 10m | 2y | - | application/NDA; farm info | | |7a| "CAREtoCompare" Windfarm B | ✗ | GER (off) |? | 9 | 64| ? | ✓ | 10m | 2y | - | normalized for anonymization | | |7b| "CAREtoCompare" Windfarm C | ✗ | GER (off) |? | 22 | 238| ? | ✓ | 10m | 2y | - | normalized for anonymization | | |8 | Fuhrländer Farm | ✗ | ? (on) |✗ | 5 | 312| ✓ | ✗ | 5m | 3y | [2] | Eclipse Public License v2.0 | | |9a | DSforWind Windfarm 1a | ✗ | ? (on) |✓⁶| 4 | 7 | ✗ | ✗ | 10m | 1y | - | - | | |9b | DSforWind Windfarm1b | ✗ | ? (off) |✓⁶| 2 | 7 | ✗ | ✗ | 10m | 1y | - | - | | |9c | DSforWind Windfarm 2a | ✗ | ? (on) |✓⁶| 2 | 7 | ✗ | ✗ | 10m | 1y | - | - | | |9d | DSforWind Windfarm 2b | ✗ | ? (off) |✓⁶| 2 | 7 | ✗ | ✗ | 10m | 1y | - | - | | |10 | PCWG Data Sets | ✗ | ? (on) |✓ | 3 | 1 | ✗ | ✗ | 10m | 1y | - | - | | |11 | Norrekaer Windfarm | ✗ | DK (on) |✓ | 41 | 3 | ✗ | ✗ | 10m | 1.5y | [3] | farm info | | |11 | Delabole Windfarm | ✗ | UK (on) |✓ | 10 | 1 | ✗ | ✗ | 10m | 1y | [4] | farm info | | |12| Dundalk IoT | ✗ | IRE (on) |✗ | 1 | 20 | ✗ | ✓⁷| 10m | 14y | - | urban terrain | | |13| Kaggle Wind Turbine | ✗ | TUR (on) |✗ | 1 | 4 | ✗ | ✗ | 10m | 1y| - | - | | |14| Small São Paulo | ✗ | BRZ (on) |✗ | 1 | ~40 | ✗ | ✗ | 1m | 5y| - | small, urban turbine | | |15| Björkö Wind Turbine | ✗ | SWE (on) |✗ | 1 | 68 | ✗ | ✗ | 1s | 1y| - | small; turbine info| | |16| IET-OST Turbine | ✗ | SUI (on) |✗ | 1 | 15 | ✗ | ✗ | 1s | 1.5y| - | small; turbine info| | |17| Pedra do Sal Wind Farm | ✗ | BRZ (on) |✓ | 20 | ~40 | ✗ | ✗ | 10m | 1y | - | farm info| | |18| Beberibe Wind Farm | ✗ | BRZ (on) |✓ | 32 | ~40 | ✗ | ✗ | 10m | 1y | - | farm info| | |19| SMARTEOLE Wind Farm | ✗ | FRA (on) |✓ | 7 | ~40 | ✓ | ✗ | 1m | 4m | [5] | wake steering; farm info| | |20| Loegtved VestasV100 | ✗ | DK (on) |✗ | 1 | 3 | ✗ | ✗ | 10m | 4y | - | contact for more data| |:new::exclamation:|21 | Hill of Towie Wind Farm Open Dataset | ✗ | SCT (on) |✗ | 21 |655 | ✓ | ✗ | 10m | 8.7y | - | CC-BY-4.0; AeroUp/TuneUp upgrade info included, data loader here | |:-1:|98| Engie La Haute Borne | ✗ | FR (on) |✗ | 4 |~80 | ✗ | ✗ | 10m | 8y| - | offline; farm info | |:-1:|99| Levenmouth Turbine | ✗ | UK (near) |✓ | 1 | >500 | ✓ | ✗ | 10m/1s| 3y| - | not for free (~2000 £) |

• ✗ = no / ✓ = yes
• :-1: = no longer available
• :star: = comprehensive dataset
• :new::exclamation: = latest addition
• bold = best in class

Notebooks - Data Loaders and Overview Plots:

The jupyter notebooks in the 'notebooks' folder contain a data loader for SCADA signals, logs, annotations as well as community annotations (see next sections). Table 1 indicates whether the respective dataset has already been added. Furthermore, they produce an overview over each dataset such as shown in the following image:

Also, for each turbine, there is an 'Overview Cockpit' with a power curve plot, a wind rose and the data avilability over time. An example is shown here:

Lastly, operator annotations are listed, if they are part of the dataset. See e.g. for T01 of the edp data set:

To run the notebooks yourself, please add the respective .csv-files to the data folder.

Comunity Annotations:

We want to enable researchers to build upon the findings of others who were previously working with the dataset. For every dataset, we have set up a community-annotation folder, containing simple CSV's to collect data quality or malfunction related observations. They contain the following columns:

• annot_id: unique annotation identifies (running ascending number)
• turbine_id: which turbine of the respective dataset is affected?
• signal: which signal exhibits the respective observation?
• timestart / timestop: during which time is the observation present?
• relatedlogmessage (optional): is there a SCADA log message that coincides with the observation?
• remarks: describe your observation in a few words.

The respective notebooks automatically load, read and display the respective malfuncitons. See e.g. this example from T01 of the edp-dataset:

How to contribute:

We welcome contributions to expand the collection of open datasets in this repository as well as community annotations for the datasets. Feel free to create respective PRs :).

Other Resources:

• IEA Task 43

References:

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