Proactive Failure Prediction in Train Air Production Units Using XGBoost for Enhanced Safety. - Lydia Yahiaoui; Anouar Aggoune; Khalil Amrani; Mohamed Mohammedi; Khaled Hamouid (IWCMC, 2025)

Efficient and Reliable Predictive Maintenance in Trains based on BiLSTM Model. - Lydia Yahiaoui; Mohamed Mohammedi; Khaled Hamouid (IWCMC, 2025)