Evidence map›Paper›PMID 38052793›Full record

ArticleNature communications2023

Harmonizing sound and light: X-ray imaging unveils acoustic signatures of stochastic inter-regime instabilities during laser melting.

Milad Hamidi Nasab, Giulio Masinelli, Charlotte de Formanoir, Lucas Schlenger, Steven Van Petegem, Reza Esmaeilzadeh, Kilian Wasmer, Ashish Ganvir, Antti Salminen, Florian Aymanns and 4 more

Abstract read
In one paragraph

Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Milad Hamidi NasabThermomechanical Metallurgy Laboratory-PX Group Chair, École polytechnique fédérale de Lausanne (EPFL), CH-2002, Neuchâtel, Switzerland. milad.hamidinasab@kuleuven.be.ORCID http://orcid.org/0000-0003-0401-4840
Giulio MasinelliLaboratory for Advanced Materials Processing (LAMP), Swiss Federal Laboratories for Materials Science and Technology (Empa), CH-3602, Thun, Switzerland. giulio.masinelli@epfl.ch.ORCID http://orcid.org/0000-0003-1924-7735
Charlotte de FormanoirThermomechanical Metallurgy Laboratory-PX Group Chair, École polytechnique fédérale de Lausanne (EPFL), CH-2002, Neuchâtel, Switzerland.
Lucas SchlengerThermomechanical Metallurgy Laboratory-PX Group Chair, École polytechnique fédérale de Lausanne (EPFL), CH-2002, Neuchâtel, Switzerland.
Steven Van PetegemStructure and Mechanics of Advanced Materials, Photon Science Division, Paul Scherrer Institut, PSI, Forschungsstrasse 111, 5232, Villigen, Switzerland. steven.vanpetegem@psi.ch.ORCID http://orcid.org/0000-0002-3015-7725
Reza EsmaeilzadehThermomechanical Metallurgy Laboratory-PX Group Chair, École polytechnique fédérale de Lausanne (EPFL), CH-2002, Neuchâtel, Switzerland.
Kilian WasmerLaboratory for Advanced Materials Processing (LAMP), Swiss Federal Laboratories for Materials Science and Technology (Empa), CH-3602, Thun, Switzerland.ORCID http://orcid.org/0000-0002-3294-3244
Ashish GanvirDigital Manufacturing and Surface Engineering (DMS), Department of Mechanical and Materials Engineering, University of Turku, FI-20014, Turun yliopisto, Finland.
Antti SalminenDigital Manufacturing and Surface Engineering (DMS), Department of Mechanical and Materials Engineering, University of Turku, FI-20014, Turun yliopisto, Finland.ORCID http://orcid.org/0000-0002-9071-3682
Florian AymannsEPFL Center for Imaging, École polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.ORCID http://orcid.org/0000-0003-4290-7244
Federica MaroneSwiss Light Source, Paul Scherrer Institute, 5232, Villigen, Switzerland.ORCID http://orcid.org/0000-0002-3467-8763
Vigneashwara PandiyanLaboratory for Advanced Materials Processing (LAMP), Swiss Federal Laboratories for Materials Science and Technology (Empa), CH-3602, Thun, Switzerland.ORCID http://orcid.org/0000-0001-6043-5696
Sneha GoelStructure and Mechanics of Advanced Materials, Photon Science Division, Paul Scherrer Institut, PSI, Forschungsstrasse 111, 5232, Villigen, Switzerland.ORCID http://orcid.org/0000-0001-5676-7903
Roland E LogéThermomechanical Metallurgy Laboratory-PX Group Chair, École polytechnique fédérale de Lausanne (EPFL), CH-2002, Neuchâtel, Switzerland.ORCID http://orcid.org/0000-0002-9761-7538

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Laser powder bed fusion (LPBF) is a metal additive manufacturing technique involving complex interplays between vapor, liquid, and solid phases. Despite LPBF's advantageous capabilities compared to conventional manufacturing methods, the underlying physical phenomena can result in inter-regime instabilities followed by transitions between conduction and keyhole melting regimes - leading to defects. We investigate these issues through operando synchrotron X-ray imaging synchronized with acoustic emission recording, during the remelting processes of LPBF-produced thin walls, monitoring regime changes occurring under constant laser processing parameters. The collected data show an increment in acoustic signal amplitude when switching from conduction to keyhole regime, which we correlate to changes in laser absorptivity. Moreover, a full correlation between X-ray imaging and the acoustic signals permits the design of a simple filtering algorithm to predict the melting regimes. As a result, conduction, stable keyhole, and unstable keyhole regimes are identified with a time resolution of 100 µs, even under rapid transitions, providing a straightforward method to accurately detect undesired processing regimes without the use of artificial intelligence.

Identifiers

PMID38052793
PMCPMC10697982

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.