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YahiaouiLydia / Proactive-Failure-Prediction-in-Train-Air-Production-Units-Using-XGBoost-for-Enhanced-Safety

Proactive failure prediction for train air production units using XGBoost and SHAP. Leverages MetroPT-3 dataset to enhance safety and maintenance with interpretable ML models.

Jupyter Notebook 1 Updated Apr 30, 2025

YahiaouiLydia / Efficient-and-Reliable-Predictive-Maintenance-in-Trains-based-on-BiLSTM-Model

Predictive maintenance for train air compressors using BiLSTM and SHAP. Combines MetroPT and MetroPT-3 datasets to estimate Remaining Useful Life (RUL) with interpretable ML models.

Jupyter Notebook 1 Updated Apr 30, 2025
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