Author

Muhammad Farooq Siddique

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Open access Oct 2026

A Physics-Guided Statistical Framework for Bearing Fault Diagnosis Under Unit Variability and Rotational Speed Uncertainty

Reliable bearing fault diagnosis must differentiate between defects and normal-operation-condition variation. The predictor must remain accurate when shaft speed is uncertain. Conventional accuracy-driven models often ignore false-positive rates and fail to accurately locate faults on unseen bearings’ data. This study...

Muhammad Farooq Siddique, Muhammad Wisal, Muhammad Umar et al. · Machines · 0 citations

Open access Sep 2026

Uncertainty-Calibrated Residual Conformal Monitoring of Wind Turbine SCADA Data for Cross-Asset Anomaly Detection Under Distribution Shift

Wind turbine SCADA anomaly detectors are commonly calibrated using data from the same asset or development period, whereas deployment requires transfer across turbines with different operating distributions. This mismatch can produce optimistic thresholds, excessive false alarms, and misleading generalization estimates...

Zalan Haneef, Muhammad Umar, F. Saleem et al. · Information · 0 citations

Open access Aug 2026

A Heterogeneous Multi-Output Stacked Learning Framework for Mechanical Property Prediction of FDM-Printed ASA: Experimental Validation

Accurate prediction of the mechanical performance of polymer components fabricated by fused deposition modelling (FDM) remains challenging owing to the complex nonlinear relationships between process parameters and material properties, limiting reliable process planning and broader industrial adoption of polymer additi...

Afnan Haider Khan, Farheen Umar, Umar Ayoub et al. · Polymers · 0 citations