Evidence map›Paper›PMID 42225891›Full record

ArticleScientific reports2026

The influence of model orientation on achieved accuracy in multi jet fusion additive manufacturing.

Alžbeta Briliaková, Richard Joch, Mário Drbúl, Jaromír Markovič, Jakub Měsíček, Dominik Krišák, Andrej Czán

Abstract read
In one paragraph

Article in Scientific reports, 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

7 authors.

Alžbeta BriliakováDepartment of Machining and Production Technologies, Faculty of Mechanical Engineering, University of Žilina, Univerzitná 8215/1, 010 26, Žilina, Slovakia. alzbeta.briliakova@fstroj.uniza.sk.ORCID http://orcid.org/0009-0008-6885-1422
Richard JochDepartment of Machining and Production Technologies, Faculty of Mechanical Engineering, University of Žilina, Univerzitná 8215/1, 010 26, Žilina, Slovakia.ORCID http://orcid.org/0000-0002-9937-0057
Mário DrbúlDepartment of Machining and Production Technologies, Faculty of Mechanical Engineering, University of Žilina, Univerzitná 8215/1, 010 26, Žilina, Slovakia.ORCID http://orcid.org/0000-0002-8036-1927
Jaromír MarkovičDepartment of Machining and Production Technologies, Faculty of Mechanical Engineering, University of Žilina, Univerzitná 8215/1, 010 26, Žilina, Slovakia.ORCID http://orcid.org/0000-0002-5645-6715
Jakub MěsíčekDepartment of Machining, Assembly, and Engineering Metrology, Technical University of Ostrava, 17. Listopadu 2172/15, 708 00, Poruba, Ostrava, Czech Republic.ORCID http://orcid.org/0000-0002-0438-721X
Dominik KrišákDepartment of Machining, Assembly, and Engineering Metrology, Technical University of Ostrava, 17. Listopadu 2172/15, 708 00, Poruba, Ostrava, Czech Republic.ORCID http://orcid.org/0009-0005-3742-272X
Andrej CzánDepartment of Machining and Production Technologies, Faculty of Mechanical Engineering, University of Žilina, Univerzitná 8215/1, 010 26, Žilina, Slovakia.ORCID http://orcid.org/0000-0002-8826-1832

Funding

NextGenerationEU 09I03-03-V06-00109NextGenerationEU , Európska únia 09I05-03-V02-00080
6 · The paper itself

Abstract

The study analyses the effect of model orientation on the geometric and mechanical properties of PA12 parts produced by Multi Jet Fusion (MJF). Model orientation represents a critical factor affecting dimensional accuracy and overall print quality in additive manufacturing. In this experimental study, samples of identical geometry were manufactured with variations limited solely to their orientation along the X-, Y-, and Z-axes. Circularity, diameter deviation, and maximum tensile stress were evaluated. The results demonstrate that sample orientation significantly influences the dimensional accuracy of the manufactured parts. The most substantial deviations were observed for rotations about the X- and Y-axes. In contrast, orientation along the Z-axis exhibited only a minimal influence on the monitored properties. Mechanical testing confirmed stable tensile strength values, with no significant differences detected among the various orientations. The obtained data were used to develop a predictive model for estimating the geometric accuracy of a part as a function of its orientation within the build chamber. This model serves as a practical tool for designing and optimizing parts produced by MJF technology. Furthermore, it enables the selection of the optimal orientation to achieve the required accuracy and quality.

Indexed as

Additive manufacturingDimensional propertiesMulti jet fusionOrientationRoundness

Identifiers

PMID42225891
PMCPMC13457958

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.