Performance assessment of SARIMA, MLP and LSTM models for short-term solar irradiance prediction under different climates in Morocco

Omaima El Alani (1, 2) , Charaf Hajjaj (3) , Hicham Ghennioui (1) , Abdellatif Ghennioui (2) , Philippe Blanc (4) , Yves-Marie Saint-Drenan (4) , Mohammed El Monady (5)

1 Sidi Mohammed Ben Abdellah University, Fez, Morocco
2 iRESEN UM6P - Green Energy Park
3 UCA - Université Cadi Ayyad [Marrakech]
4 O.I.E. - Centre Observation, Impacts, Énergie
5 University Hassan II [Casablanca]

Domaines: Mathématiques appliquées; Sciences de l'environnement; Océan, Atmosphère; Sciences de l'ingénieur [physics]

Omaima El Alani, Charaf Hajjaj, Hicham Ghennioui, Abdellatif Ghennioui, Philippe Blanc, et al.. Performance assessment of SARIMA, MLP and LSTM models for short-term solar irradiance prediction under different climates in Morocco. International Journal of Ambient Energy, 2022, pp.1-17. ⟨10.1080/01430750.2022.2127889⟩. ⟨hal-03922284⟩