Article 2026-04-20 posted v1

Aeroacoustic signatures reveal fast transient dynamics of vapor-jet-driven cavity oscillations in metallic additive manufacturing

H
Haolin Liu Carnegie Mellon University
S
S.Kiana Naghibzadeh Department of Civil and Environmental Engineering, Massachusetts Institute of Technology
Z
Zhongshu Ren Physical Sciences and Research Operations Division, National Synchrotron Light Source II, Brookhaven National Laboratory
Y
Yanming Zhang Department of Mechanical Engineering, National University of Singapore
J
Jiayun Shao Department of Mechanical Engineering, Northwestern University
S
Samuel Clark Advanced Photon Source
K
Kamel Fezzaa Argonne National Laboratory
X
Xuzhe Zeng Department of Mechanical Engineering, Carnegie Mellon University
L
Lin Gao Department of Mechanical Engineering, The University of Alabama
W
Wentao Yan National University of Singapore
N
Noel Walkington Center for Nonlinear Analysis, Department of Mathematical Sciences, Carnegie Mellon University; Pittsburgh, PA, USA
K
Kaushik Dayal Department of Civil and Environmental Engineering, Carnegie Mellon University
T
Tao Sun Northwestern University
A
Anthony Rollett Carnegie Mellon University
L
Levent Kara Department of Mechanical Engineering, Carnegie Mellon University

Abstract

Aeroacoustic emissions from intense evaporation are widely measured yet often treated as noisy byproducts and used mainly in empirical monitoring. Here, we show that airborne sound encodes physics-governed sub-millisecond fingerprints of vapor-jet dynamics in excessive vaporization, exemplified by vapor keyholes in laser metal processing. From first principles, we develop a vapor-jet-cavity oscillation framework and incorporate it into an aeroacoustic formulation, thereby coupling measured sound to transient cavity depth and oscillation frequency. Reconciled with synchronized multimodal in-situ data, airborne acoustics enable accurate tracking of vapor-cavity properties within tens to hundreds of microseconds. Combined with newly discovered correlations, cavity-jet-acoustic theory recasts the transition from steady, pore-free to pore-shedding vaporizations as a critical-frequency event. Aeroacoustic emissions thus become scalable, physics-guided, and cost-efficient probes of rapidly evolving liquid–vapor systems.

Citation Information

@article{haolinliu2026,
  title={Aeroacoustic signatures reveal fast transient dynamics of vapor-jet-driven cavity oscillations in metallic additive manufacturing},
  author={Haolin Liu and S.Kiana Naghibzadeh and Zhongshu Ren and Yanming Zhang and Jiayun Shao and Samuel Clark and Kamel Fezzaa and Xuzhe Zeng and Lin Gao and Wentao Yan and Noel Walkington and Kaushik Dayal and Tao Sun and Anthony Rollett and Levent Kara},
  journal={Research Square},
  year={2026},
  doi={https://doi.org/10.21203/rs.3.rs-8836665/v1}
}
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