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Author

Ahmet Pişmişoğlu

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Open access Jul 2026

Machine Learning-Based Predictive Maintenance of a Wire Drawing Machine Using Vibration and Motor Current Signals

A Composite Health Index (CHI) is developed to transform multi-motor sensor data into an interpretable machine-level degradation indicator and is used to train ensemble machine learning models including Random Forest, Extra Trees, and XGBoost.

Ahmet Pişmişoğlu, Erkan Caner Ozkat, M. Konar · 0 citations