E3S Web of Conferences (Jan 2021)

New method for wind potential prediction using recurrent artificial neural networks

  • Amellas Yousra,
  • Serag Saif,
  • Loukdache Fahd,
  • Djebli Abdelouahed,
  • Echchelh Adil

DOI
https://doi.org/10.1051/e3sconf/202131901111
Journal volume & issue
Vol. 319
p. 01111

Abstract

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The aim of the study is to find the right architecture of the NARX neural network, in order to perform the daily prediction of the maximum wind speed of Laayoune city. We relied on the Levenberg-Marquardt optimization algorithm. The RMSE error metric showed that NARX-SP outperforms NARX-P.