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Open access Sep 2026

Assessment of Fatigue Crack Growth Rate Based on Physics-Informed Neural Networks in Hydrogen Environments

The safety of hydrogen storage and transportation systems is a fundamental component of clean energy, so the fatigue performance of metallic materials is very important. Nevertheless, the hydrogen embrittling effect caused by hydrogen environments mostly increases the rate at which fatigue cracks grow in the materials,...

De-Biao Meng, Muhammad Umar Khan, Hua-Xi Xu et al. · 0 citations

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