Author

Abdallah Salama

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Open access Aug 2026

Machine Learning-Based Service Life Prediction of Corroded Steel CHS Using Time-Dependent Reliability

TRA-DNN employs the DNN model to perform SRA via Crude Monte Carlo Simulation, yielding results that are in high agreement with conventional SFEA, yet with significantly reduced computational time (1,388,250 times faster).

Assem Atif Farag, Alaa Elsisi, A. Eraky et al. · Applied Sciences · 0 citations