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arXiv · 2601.19574

Automatic Classification of Laser Peening Quality Using Acoustic Signals

Abstract

Laser Shock Peening increases the fatigue life of metallic components by introducing beneficial compressive residual stresses. To achieve the desired effect, each individual laser pulse must be delivered correctly. Laser Shock Peening quality is typically verified by destructive and time-consuming residual stress measurements or by subjective operator judgement, which is non-objective and unsuitable for continuous in-line control. We propose a simple, low-cost and robust method based on the analysis of the acoustic response that automatically classifies individual laser pulses as defect-free or defective. We show that the acoustic response captured by a low-cost microphone carries sufficiently informative signatures to reliably distinguish correct from incorrect impacts and enables quality control at the level of single pulses. The method provides a non-destructive and objective route to real-time monitoring of Laser Shock Peening, with the potential to increase process reliability and support industrial deployment of this technology without the need for subsequent destructive measurements.

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Bohumil Kolář, Jan Kočí, Michal Kotek, Tomáš Martinec, Ivan Mašín. 2026-01-27. Automatic Classification of Laser Peening Quality Using Acoustic Signals. https://arxiv.org/abs/2601.19574

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