REStats 🌳
REStats is a Python package that provides tools and models for analyzing and predicting the
performance of wind/hydrogen systems. It couples wind speed forecasts with power curve
prediction, offering a modular framework for robust analysis and decision-making under uncertainty.
Features
Wind speed Weibull distribution fitting
Wind speed data preprocessing utilities
ARMA wind speed and wind direction forecast modeling
Power curve outlier filtering utilities
Gaussian Process Regression power curve prediction
Simulations for wind power forecasting applied to Proton Exchange Membrane (PEM) hydrogen electrolyzer production
Plotting and visualization utilities
Installation
pip install git+https://github.com/camirmas/REStats
Documentation
Examples may be found in the notebooks directory. Documentation is hosted via Read the Docs:
Data
The data for the examples comes from the Kelmarsh Wind Farm in the UK:
https://zenodo.org/record/7212475
Contents: