Your water heater rarely fails without warning. Long before a tank splits or a basement floods, an aging unit usually follows a predictable pattern of small changes that, if you know how to read them, ...

Abstract: Failure mode (FM) recognition and remaining useful lifetime (RUL) prediction play pivotal roles in the field of prognostics and health management (PHM), particularly in regard to monitoring ...

├── data/ │ └── train_FD001.txt # NASA CMAPSS FD001 training data ├── notebooks/ │ └── train_transformer_bilstm.ipynb # Model training notebook ├── src/ # Core ML pipeline │ ├── preprocess.py # Data ...

An end-to-end AI-powered predictive maintenance system that uses IoT sensor data and machine learning to predict equipment failures before they happen, reducing downtime and maintenance costs by up to ...