Wind Turbine SCADA Anomaly Detection

This is a project for detecting anomaly data in wind turbine SCADA system

Used Method

• [RNN/LSTM/Vanilla] AE(Autoencoder)
• CNN on timeseries
• (TODO) TCN
• (TODO) VAE
• (perhaps TODO) GAN

Credit

The dataset is come from Penmanshiel Wind Farm Data, You may find more datasets at Wind_Turbine_SCADA_open_data.

Dependencies for Now

• pytorch
• scikit-learn
• numpy
• matplotlib
• pandas
• OmniXAI