Evidence map›Paper›PMID 42138818›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Mixing-Driven Defects and Composition Evolution in Multi-Material Metal Additive Manufacturing.

Zhilang Zhang, Steve Gaudez, Mario Togni, Steven Van Petegem, Markus Bambach, Mamzi Afrasiabi

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Zhilang ZhangSchool of Advanced Manufacturing and Robotics, Peking University, Beijing, China.ORCID https://orcid.org/0000-0002-3896-0344
Steve GaudezCenter for Photon Science, Paul Scherrer Institut, Forschungsstr, Villigen, Switzerland.
Mario TogniAdvanced Manufacturing Lab, ETH Zurich, Leonhardstr, Zurich, Switzerland.
Steven Van PetegemCenter for Photon Science, Paul Scherrer Institut, Forschungsstr, Villigen, Switzerland.
Markus BambachAdvanced Manufacturing Lab, ETH Zurich, Leonhardstr, Zurich, Switzerland.
Mamzi AfrasiabiAdvanced Manufacturing Lab, ETH Zurich, Leonhardstr, Zurich, Switzerland.ORCID https://orcid.org/0000-0003-1802-1857

Funding

ETH Board SMARTAM,MULTI-MATEuropean Union's Horizon 2020 research and innovation programme 884104Swiss National Science Foundation CRSII5_193799
6 · The paper itself

Abstract

Multi-material laser powder bed fusion (LPBF) enables the fabrication of components with spatially tailored compositions, but reliable process design remains largely limited by an incomplete understanding of melt pool interactions, mixing-induced instabilities, and defect formation. In this work, we combine operando synchrotron X-ray radiography with high-fidelity multi-material multiphysics modeling to resolve, for the first time, the real-time coupling between inter-material mixing, keyhole instability, and pore formation. We show that material mixing fundamentally alters the stability landscape of the keyhole, giving rise to composition-driven shape transitions and mixing-induced collapse events that generate large pores. Meanwhile, microscale gas entrapment during forced convection of dissimilar materials produces a distinct class of fine pores. Quantitative mapping of transient composition fields reveals how local alloying gradients govern defect trajectories and melt pool transport. This work establishes a validated mechanistic framework for multi-material LPBF and provides a quantitative basis for process optimization toward defect-controlled, compositionally graded metal additive manufacturing.

Indexed as

additive manufacturingdefect formationhigh‐fidelity simulationin situ X‐ray imaginglaser powder bed fusionmulti‐material

Identifiers

PMID42138818
PMCPMC13335811

What OpenQuestion holds

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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.