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Direct mechanistic connection between acoustic signals and melt pool morphology during laser powder bed fusion

Journal Article · · Applied Physics Letters
DOI:https://doi.org/10.1063/5.0205663· OSTI ID:2440329
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  1. Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
  2. SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)

Various nondestructive diagnostic techniques have been proposed for in situ process monitoring of laser powder bed fusion (LPBF), including melt pool pyrometry, whole-layer optical imaging, acoustic emission, atomic emission spectroscopy, high speed melt pool imaging, and thermionic emission. Correlations between these in situ monitoring signals and defect formation have been demonstrated with acoustic signals having been shown to predict pore formation with especially high confidence in recent machine learning studies. Here, in this work, time-resolved acoustic data are collected in both the conduction and keyhole welding regimes of LPBF-processed Ti-6Al-4V alloy. A non-dimensionalized Strouhal number analysis, used in whistle aeroacoustics, is applied to demonstrate that the acoustic signals recorded in the keyhole regimes can be directly associated with the vapor depression morphology. This mechanistic understanding developed from whistle aeroacoustics shows that acoustic monitoring during the LPBF process can provide a direct probe into the vapor depression dynamics and defect occurrence, especially in the keyhole regimes relevant to printing and defect formation.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); USDOE Office of Science (SC), Basic Energy Sciences (BES); USDOE Laboratory Directed Research and Development (LDRD) Program
Grant/Contract Number:
AC52-07NA27344; AC02-76SF00515
OSTI ID:
2440329
Report Number(s):
LLNL--JRNL-857714; 1087848
Journal Information:
Applied Physics Letters, Journal Name: Applied Physics Letters Journal Issue: 3 Vol. 125; ISSN 0003-6951
Publisher:
American Institute of Physics (AIP)Copyright Statement
Country of Publication:
United States
Language:
English

References (37)

Defect detection in selective laser melting technology by acoustic signals with deep belief networks journal February 2018
Acoustic emission for in situ process monitoring of selective laser melting additive manufacturing based on machine learning and improved variational modal decomposition journal September 2022
Acoustic laser triangulation and tagging for additive manufacturing process monitoring journal October 2023
In Situ Analysis of Laser Powder Bed Fusion Using Simultaneous High-Speed Infrared and X-ray Imaging journal July 2020
Process monitoring and inspection systems in metal additive manufacturing: Status and applications journal April 2017
Fluid and particle dynamics in laser powder bed fusion journal January 2018
In situ detection of cracks during laser powder bed fusion using acoustic emission monitoring journal December 2022
In situ surface topography of laser powder bed fusion using fringe projection journal October 2016
Acoustic emission for in situ quality monitoring in additive manufacturing using spectral convolutional neural networks journal May 2018
Process optimization of complex geometries using feed forward control for laser powder bed fusion additive manufacturing journal August 2020
Thermal history and high-speed optical imaging of overhang structures during laser powder bed fusion: A computational and experimental analysis journal May 2022
Detection of keyhole pore formations in laser powder-bed fusion using acoustic process monitoring measurements journal July 2022
Localized keyhole pore prediction during laser powder bed fusion via multimodal process monitoring and X-ray radiography journal September 2023
Understanding keyhole induced-porosities in laser powder bed fusion of aluminum and elimination strategy journal January 2023
Two feedback paths for a jet-slot oscillator journal November 2005
In situ process monitoring using acoustic emission and laser scanning techniques based on machine learning models journal December 2022
Scaling laws for the additive manufacturing journal July 2018
Optimizing in-situ monitoring for laser powder bed fusion process: Deciphering acoustic emission and sensor sensitivity with explainable machine learning journal December 2023
Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing journal April 2016
Correlation between porosity and processing parameters in TiAl6V4 produced by selective laser melting journal September 2016
Mutual comparison of acoustic, pyrometric and thermographic laser powder bed fusion monitoring journal November 2021
Dynamics of pore formation during laser powder bed fusion additive manufacturing journal April 2019
Keyhole fluctuation and pore formation mechanisms during laser powder bed fusion additive manufacturing journal March 2022
The interplay between vapour, liquid, and solid phases in laser powder bed fusion journal May 2022
Harmonizing sound and light: X-ray imaging unveils acoustic signatures of stochastic inter-regime instabilities during laser melting journal December 2023
Metal vapor micro-jet controls material redistribution in laser powder bed fusion additive manufacturing journal June 2017
Laser-metal interaction dynamics during additive manufacturing resolved by detection of thermally-induced electron emission journal November 2020
Aerodynamic Whistles journal January 1970
The aeroacoustics of a steam kettle journal October 2013
A laser powder bed fusion system for operando synchrotron x-ray imaging and correlative diagnostic experiments at the Stanford Synchrotron Radiation Lightsource journal April 2022
Process Mapping and In-Process Monitoring of Porosity in Laser Powder Bed Fusion Using Layerwise Optical Imaging journal July 2018
Sound production in recorderlike instruments. I. Dimensionless amplitude of the internal acoustic field journal May 1997
Critical instability at moving keyhole tip generates porosity in laser melting journal November 2020
In-process sensing in selective laser melting (SLM) additive manufacturing journal February 2016
Monitoring of Laser Powder Bed Fusion by Acoustic Emission: Investigation of Single Tracks and Layers journal June 2021
A Review of Acoustic Impedance Matching Techniques for Piezoelectric Sensors and Transducers journal July 2020
Investigation of Acoustic Emission Signal During Laser Powder bed Fusion at Different Operating Modes journal January 2021

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