https://github.com/n-sapkota/fault-detection-wind-turbine

Wind turbine fault detection using one class SVM
https://github.com/n-sapkota/fault-detection-wind-turbine

fault-detection machine-learning pca-analysis python wind-turbines

Last synced: 19 days ago
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Wind turbine fault detection using one class SVM

• Host: GitHub
• URL: https://github.com/n-sapkota/fault-detection-wind-turbine
• Owner: n-sapkota
• License: agpl-3.0
• Created: 2021-09-11T12:53:07.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-02-17T15:14:30.000Z (almost 3 years ago)
• Last Synced: 2024-06-12T12:41:05.739Z (6 months ago)
• Topics: fault-detection, machine-learning, pca-analysis, python, wind-turbines
• Language: Jupyter Notebook
• Homepage:
• Size: 2.66 MB
• Stars: 10
• Watchers: 0
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Fault Detection in Wind Turbine

This project aims to detect the fault occur in wind turbine using machine learning. To acheive this goal firstly data dimensionality is reduced usin PCA analysis and then one class svm is used to train the model. 

For more info please read a attached pdf in this repo for background information regarding fault detection methods.