Evidence map›Paper›PMID 41900555›Full record

ArticleMaterials (Basel, Switzerland)2026

Thermal Deformation in Non-Planar Large-Scale Additive Manufacturing of ABS: Experimental and Finite Element Analysis.

Mehmet Aladag, Engin Tek, Mehmet Ali Akeloglu, Adrian Dubicki, Izabela Zgłobicka, Omer Eyercioglu, Krzysztof J Kurzydlowski

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 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.

Mehmet AladagFaculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45C, 15-351 Bialystok, Poland.ORCID 0000-0002-2484-7519
Engin TekDepartment of Electronics and Automation, Gedik Vocational School, Istanbul Gedik University, 34876 Istanbul, Türkiye.ORCID 0000-0002-9664-6142
Mehmet Ali AkelogluMechanical Engineering Department, Engineering Faculty, Gaziantep University, 27410 Gaziantep, Türkiye.ORCID 0000-0003-0049-9844
Adrian DubickiFaculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45C, 15-351 Bialystok, Poland.ORCID 0000-0002-3994-2957
Izabela ZgłobickaFaculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45C, 15-351 Bialystok, Poland.ORCID 0000-0002-4432-9196
Omer EyerciogluMechanical Engineering Department, Engineering Faculty, Gaziantep University, 27410 Gaziantep, Türkiye.ORCID 0000-0002-9076-0972
Krzysztof J KurzydlowskiFaculty of Mechanical Engineering, Bialystok University of Technology, Wiejska 45C, 15-351 Bialystok, Poland.ORCID 0000-0003-3875-4820

Funding

Bialystok University of Technology WI/WM-IIM/4/2024
6 · The paper itself

Abstract

In this study, thermal deformation in non-planar, large-scale additive manufacturing (LSAM) was experimentally and numerically investigated. A Bézier-based non-planar build surface was fabricated by CNC machining, and a single layer of ABS was deposited using a hybrid LSAM system. Toolpaths with raster angles of 0° and 45° were generated for surface-conformal printing. Infrared thermography was employed to monitor the thermal history during deposition. A three-dimensional finite element model was developed to simulate transient heat transfer and thermally induced deformation. Experimental deformation was quantified by 3D scanning and compared with simulation results. The results show that the slope geometry strongly influences deformation direction: negative slopes promote contraction, whereas positive slopes lead to upward deflection. Maintaining the material temperature above the glass transition temperature significantly reduces skew deformation. The finite element method predictions demonstrate strong agreement with experimental measurements, with normalized root mean square errors (NRMSEs) of approximately 11% for thermal deformation and 10% for temperature history. The proposed framework enables prediction and mitigation of thermal warping in non-planar polymer additive manufacturing.

Indexed as

coatinghybrid large-scale additive manufacturingnon-planar printingnumerical simulationthermal deformation

Identifiers

PMID41900555
PMCPMC13028349

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.