AIT AYAD Imane was born in Morocco in 1994. She received the B.S. in industrial informatics, electronics and automatic in 2015, and the M.S. degrees in electrical engineering in 2017 and PhD degree in electrical engineering from Faculty of sciences and technologies, Cadi Ayyad University of Marrakesh, Morocco Her research interest includes the power electronics, control of DC-DC power converters, fault diagnosis, renewable energies, artificial intelligence, and control nonlinearities.