Improved Diagnosis of Lithium-Ion Battery Health in Electric Vehicles via a Hybrid Deep Learning Model Incorporating Wavelet Transform and Attention Mechanism. - Walid Mchara; Mohamed Abdellatif Khalfa; Lazhar Manai (AICCSA, 2024)

Hybrid Deep Learning with Attention Mechanism based Health State Intelligent Diagnosis of Lithium-Ion Batteries. - Walid Mchara; Mohamed Abdellatif Khalfa; Lazhar Manai (ICCAD, 2024)

A Global Irradiance Prediction Model Using Convolutional Neural Networks, Wavelet Neural Networks, and Masked Multi-Head Attention Mechanism. - Walid Mchara; Lazhar Manai; Mohamed Abdellatif Khalfa; Monia Raissi; Salah Hannechi (IEEE Access, 2025)