/wind_speed_forecasting

Statistical analysis and forecasting of wind speed for 4 states and comparison against machine learning results

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Time Series forecasting on wind speed data

A statistical analysis on inter-state wind-speed data - Tamil Nadu, Andhra Pradesh, Madhya Pradesh and Rajasthan. Forecast results obtained are compared against machine learning results.

  • Hourly, Daily and Weekly wind speed data were extracted

  • Augmented Dickey–Fuller test for stationarity check

  • Non-Parametric Kolgomorov-Smirnov Test to find best fit distribution to given wind speed data

  • Time Series Forecasting using AR, MA, ARMA, ARIMA and SARIMA statistical models.

  • Application of Machine Learning for wind speed forecasting.