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8 search results found

Simulation of High Aspect Ratio aeroplanes and wind turbines in Python: a nonlinear aeroelastic code

Windturbineclassification ⭐ 49

My master's dissertation on wind turbine fault prediction using machine learning

Ccblade.jl ⭐ 43

Blade Element Momentum Method for Propellers and Turbines

Wind_turbine_failure_prediction ⭐ 29

Machine learning applied to wind turbines incipient fault detection.

Home Assistant Windcentrale ⭐ 15

Provides Home Assistant sensors for multiple wind turbines from the Windcentrale

SCADA data pre-processing library for prognostics, health management and fault detection of wind turbines. Successor to https://github.com/lkev/wt-fdd

Dash Predictive Maintenance ⭐ 10

Dashboard designed to demonstrate the power of Machine Learning to predict failures (Remaining Useful Life (RUL)) in wind turbines. To predict the date when equipment will completely fail (RUL), XGBoost is used and achieved RMSE error is 0.033964 days, which is highly accurate.

Online Wake Rapid Dynamic Simulator

Openafpm Cad Core ⭐ 8

Repository containing OpenAFPM wind turbine CAD model.

Blade Element Momentum calculations in Python

Wind Energy Analytics ⭐ 8

Physics-guided data-driven solutions for the wind energy industry

Wind Turbine Detector ⭐ 7

Wind Turbine Object Detection from Aerial Imagery Using TensorFlow Object Detection API and Google Colab

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