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Author

M. Nouioua

2 papers indexed here

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Conference Aug 2026

PC-LLM: Physics-Conditioned Large Language Models for Interpretable Bearing Fault Diagnosis in Industry 4.0

Vibration-based bearing fault diagnosis is fundamental to condition-based maintenance of rotating machinery, yet generalizable automated diagnosis under varying operating conditions remains an open challenge. Large Language Models (LLMs) applied to this task achieve high accuracy by encoding vibration features as text...

Pavan Kumar M. P, Raghudathesh G. P., Tariku Sinshaw Tamir et al. · 0 citations
Sep 2026

A machine learning prediction–optimisation framework for dry turning of grey cast iron to enhance machinability and prolong tool life: A comparative study of hybrid DNN, SVM and decision tree

This study addresses the dry turning of EN-GJL-250 grey cast iron and examines how insert coating, cutting parameters and machining duration affect tool wear, cutting force and surface roughness. The aim was to build an accurate prediction and optimisation framework. Three predictive models were compared: a decision...

Laouissi Aissa, K. Safi, M. Nouioua et al. · 0 citations

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