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.
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Hourly, Daily and Weekly wind speed data were extracted
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Augmented Dickey–Fuller test for stationarity check
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Non-Parametric Kolgomorov-Smirnov Test to find best fit distribution to given wind speed data
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Time Series Forecasting using AR, MA, ARMA, ARIMA and SARIMA statistical models.
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Application of Machine Learning for wind speed forecasting.