Evidence map›Paper›PMID 41516916›Full record

ArticlePolymers2026

Effect of Bead Geometry and Layer Time on Microstructure and Thermomechanical Properties of Large-Format Polymer Composites.

Tyler M Corum, Johnna C O'Connell, Samuel Pankratz, Maximilian Heres, Jeff Foote, Chad E Duty

Abstract read
In one paragraph

Article in Polymers, 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.

Tyler M CorumMechanical and Aerospace Engineering Department, University of Tennessee, Knoxville, TN 37996, USA.ORCID 0000-0003-0719-9123
Johnna C O'ConnellMechanical and Aerospace Engineering Department, University of Tennessee, Knoxville, TN 37996, USA.
Samuel PankratzMechanical and Aerospace Engineering Department, University of Tennessee, Knoxville, TN 37996, USA.
Maximilian HeresLoci Robotics, Inc., Knoxville, TN 37902, USA.ORCID 0000-0002-8383-4152
Jeff FooteLoci Robotics, Inc., Knoxville, TN 37902, USA.
Chad E DutyMechanical and Aerospace Engineering Department, University of Tennessee, Knoxville, TN 37996, USA.ORCID 0000-0003-4340-7962

Funding

U.S. Department of War, Defense Manufacturing Community Support Program MCS1940-21-01U.S. National Science Foundation 2055529
6 · The paper itself

Abstract

Large-format additive manufacturing (LFAM) is a manufacturing process in which high volumes of material are extruded in a layer-by-layer fashion to create large structures with often complex geometries. The Loci-One system, operated and developed by Loci Robotics Inc., is an LFAM-type system that was used to print single-bead walls of 20% by weight carbon fiber reinforced acrylonitrile butadiene styrene (CF-ABS) using various print parameter inputs. This study observed the influence of bead width and layer time on thermomechanical performance via material characterization techniques that accounted for the complex microstructure of LFAM parts to develop a better understanding of parameter-structure-property relationships. Printed parts were characterized by measuring the coefficient of thermal expansion (CTE) and interlayer strength. Near the edges of the printed beads, microscopy revealed a "thinning effect" experienced by a shell composed primarily of highly oriented fiber as the bead width was increased; however, this effect was diminished with a higher shear rate. The CTE results demonstrated the influence of mesostructure on the thermomechanical response. Increased shear rates were expected to lower CTE in the x-direction due to a higher ratio of fiber oriented in the print direction, but this relationship was not always observed. For the larger bead widths printed at higher shear rates, the randomly oriented fiber at the core dominated the thermomechanical response and increased CTE overall in the x-direction. A heat transfer model was developed for this work to determine how much time was required for the deposited bead to cool to the glass transition temperature. Interlayer strength results revealed a rapid decrease once the printed layer time exceeded the time required for the extrudate to cool below the glass transition temperature.

Indexed as

additive manufacturingmaterial characterizationpolymer compositesprint parameters

Identifiers

PMID41516916
PMCPMC12787858

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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.