/WPPF

An early prototype of a time-series forecasting app predicting wind power production

Primary LanguagePython

WPPF Prototype

This repo is intended to demonstrate Python programming skills

What is WPPF

WPPF is a solution to predict wind power generation based on weather parameters at the generating meter units.

Key details

  • Custom forecasting algorithm based on Fractal Geometry and smart binning
  • Custom implementation of kNN search algorithm
  • Object-oriented implementation of key solution components in Python 3
  • MAPE- and RMSE-based validation in out-of-sample testing
  • Active use of Python Data Science libraries and packages (Pandas, NumPy, and scikit-learn)

Note: Training data for this solution are confidential, and they will not be provided.