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H. Ashmawy

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Review Open access Oct 2026

Predicting Faults in Mechanical Systems Using Artificial Intelligence and Machine Learning

A standardized benchmarking of multi-fidelity methodologies and explainability-augmented models is suggested, which shows that on these benchmarks, convolutional and recurrent deep architectures, attention-augmented LSTMs, and ensemble methods consistently outperform classical classifiers.

H. Ashmawy · 0 citations

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