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Materials· 2026Q2

Automatic Classification of Hydrogen-Induced Acoustic Emission Signals in High-Strength Offshore Bolts Using Time–Frequency Feature Engineering

Nokhaiz Sabir, Duncan Billson, Stephen Grigg

Short summary

A novel framework automatically classifies acoustic emission (AE) signals from high-strength bolts undergoing hydrogen charging, distinguishing between hydrogen evolution, plastic deformation, HIC, and brittle fracture using time-frequency features.

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Field: Metals and Alloys

Metals and AlloysMaterials Science