Correlating dimensionless enthalpy, pyrometry, and melt pool geometry within the laser powder bed fusion energetic regime: A path to in-situ melt pool control demonstrated on tungsten

In the realm of laser powder bed fusion (LPBF), controlling the melt pool in situ represents a critical challenge, as numerous defects are associated with its dynamics. This research demonstrates the utility of pyrometric signals in gaining insights into the depth of vapor capillaries during LPBF processes. By establishing a correlation between a semi-empirical enthalpy model and pyrometric data, gathered on a powder-free substrate, a pathway towards the in-situ control of melt pool geometry is unveiled. The study introduces a dimensionless enthalpy model designed for predicting the aspect ratio of melt pools in LPBF.A linear relationship between the depth of melt pools, pyrometric signals, and dimensionless enthalpy is established through correlation with this model and measurements from metallographic cross sections. Histographic analysis of pyrometric data reveals unique signatures that correlate with conduction and keyhole mode melting, suggesting that these distinct histogram forms are indicative of keyhole stability. The findings confirm that the relationships defined in this study are applicable across varying spot sizes and hatch distances, allowing for the inference of optimal parameters directly from pyrometric signals. This research lays the groundwork for real-time control of melt pool geometry, marking a significant advancement towards enhancing the quality and consistency of LPBF and holds potential applications to laser welding processes. • Pyrometer signal normalized by the spot size squared scales linearly to dimensionless enthalpy. • Pyrometric signal is mainly influenced by the depth of the keyhole. • Histographic signatures of pyrometric data correlate to keyhole stability and melting mode. • Enthalpy models can be used to predict the aspect ratio of a single line.

Authors

Institutions

Publication Details

Journal
Journal of Manufacturing Processes
Published
2025-03-18
DOI
https://doi.org/10.1016/j.jmapro.2025.03.033
Citations
5
Primary Topic
Additive Manufacturing Materials and Processes
Type
article
Field-Weighted Citation Impact
3.57

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Correlating dimensionless enthalpy, pyrometry, and melt pool geometry within the laser powder bed fusion energetic regime: A path to in-situ melt pool control demonstrated on tungsten

Janko Stajkovic, Bernhard Mayr-Schmölzer, Jakob Braun, Benedikt Distl et al.
5 citations
Journal of Manufacturing Processes
Additive Manufacturing Materials and Processes
3.57
article

Correlating dimensionless enthalpy, pyrometry, and melt pool geometry within the laser powder bed fusion energetic regime: A path to in-situ melt pool control demonstrated on tungsten

Janko Stajkovic, Bernhard Mayr-Schmölzer, Jakob Braun, Benedikt Distl, Gerhard Leichtfried, Lukas Kaserer, Sophie Scheuringer, Manuel Kahl
article en
5 citations

Abstract

In the realm of laser powder bed fusion (LPBF), controlling the melt pool in situ represents a critical challenge, as numerous defects are associated with its dynamics. This research demonstrates the utility of pyrometric signals in gaining insights into the depth of vapor capillaries during LPBF processes. By establishing a correlation between a semi-empirical enthalpy model and pyrometric data, gathered on a powder-free substrate, a pathway towards the in-situ control of melt pool geometry is unveiled. The study introduces a dimensionless enthalpy model designed for predicting the aspect ratio of melt pools in LPBF.A linear relationship between the depth of melt pools, pyrometric signals, and dimensionless enthalpy is established through correlation with this model and measurements from metallographic cross sections. Histographic analysis of pyrometric data reveals unique signatures that correlate with conduction and keyhole mode melting, suggesting that these distinct histogram forms are indicative of keyhole stability. The findings confirm that the relationships defined in this study are applicable across varying spot sizes and hatch distances, allowing for the inference of optimal parameters directly from pyrometric signals. This research lays the groundwork for real-time control of melt pool geometry, marking a significant advancement towards enhancing the quality and consistency of LPBF and holds potential applications to laser welding processes. • Pyrometer signal normalized by the spot size squared scales linearly to dimensionless enthalpy. • Pyrometric signal is mainly influenced by the depth of the keyhole. • Histographic signatures of pyrometric data correlate to keyhole stability and melting mode. • Enthalpy models can be used to predict the aspect ratio of a single line.

Journal of Manufacturing ProcessesVol. 141
Universität Innsbruck (AT), Plansee (Austria) (AT)
Österreichische Forschungsförderungsgesellschaft
Openalex Percentile: Top 8%
Additive Manufacturing Materials and Processes
3.57
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.