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power-curve-estimation

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archd3sai / Wind-Turbine-Power-Curve-Estimation

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In this project, I have employed various regression techniques to estimate the Power curve of an on-shore Wind turbine. Nonlinear trees based ensemble regression methods perform best as true power curve is nonlinear. I have implemented and optimized XGBoost using GridSearchCV that yields lowest Test RMSE-6.404.

visualization regression xgboost wind-turbines power-curve-estimation
  • Updated Jun 20, 2019
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