Estimation of wind speed prediction intervals by multi-objective genetic algorithms and neural networks

Ronay Ak (1) , Yan-Fu Li (1) , Valeria Vitelli (1) , Enrico Zio (1)

1 SSEC - Chaire Sciences des Systèmes et Défis Energétiques EDF/ECP/Supélec

Wind speed forecasting is a fundamental task in wind power production management. In the present work, a multi-objective genetic algorithm (MOGA) is employed to train an artificial neural network (ANN) for short-term forecasting of wind speed prediction intervals.

Domains: Statistics [stat]; Machine Learning [stat.ML]

Ronay Ak, Yan-Fu Li, Valeria Vitelli, Enrico Zio. Estimation of wind speed prediction intervals by multi-objective genetic algorithms and neural networks. 46th Scientific Meeting of the Italian Statistical Society, Jun 2012, Rome, Italy. pp.1-4. ⟨hal-00703735⟩