Evidence map›Paper›PMID 41304346›Full record

ArticlePolymers2025

Enabling Industrial Re-Use of Large-Format Additive Manufacturing Molding and Tooling.

Matthew Korey, Amber M Hubbard, Gregory Haye, Robert Bedsole, Zachary Skelton, Neeki Meshkat, Ashish L S Anilal, Kathryn Slavny, Katie Copenhaver, Tyler Corum and 4 more

Abstract read
In one paragraph

Article in Polymers, 2025. 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

14 authors.

Matthew KoreyOak Ridge National Laboratory, Manufacturing Science Division, 1 Bethel Valley Rd., Oak Ridge, TN 37830, USA.ORCID 0000-0002-2285-5646
Amber M HubbardOak Ridge National Laboratory, Manufacturing Science Division, 1 Bethel Valley Rd., Oak Ridge, TN 37830, USA.
Gregory HayeAirtech International Inc., 5700 Skylab Road, Huntington Beach, CA 92647, USA.
Robert BedsoleAirtech International Inc., 5700 Skylab Road, Huntington Beach, CA 92647, USA.
Zachary SkeltonAirtech International Inc., 5700 Skylab Road, Huntington Beach, CA 92647, USA.
Neeki MeshkatDepartment of Mechanical & Aerospace Engineering, University of Tennessee Knoxville, 400 W. Summit Hill Dr., Knoxville, TN 37902, USA.
Ashish L S AnilalDepartment of Materials Science & Engineering, University of Tennessee Knoxville, 400 W. Summit Hill Dr., Knoxville, TN 37902, USA.
Kathryn SlavnyORISE Participant in the U.S. Department of Energy Education Collaboration at ORNL Program, 1299 Bethel Valley Rd., Oak Ridge, TN 37830, USA.ORCID 0009-0008-8154-2018
Katie CopenhaverOak Ridge National Laboratory, Manufacturing Science Division, 1 Bethel Valley Rd., Oak Ridge, TN 37830, USA.ORCID 0000-0003-2261-8760
Tyler CorumDepartment of Mechanical & Aerospace Engineering, University of Tennessee Knoxville, 400 W. Summit Hill Dr., Knoxville, TN 37902, USA.ORCID 0000-0003-0719-9123
Don X BonesDepartment of Chemistry, University of Maine, 168 College Ave., Orono, ME 04469, USA.
William M GramlichDepartment of Chemistry, University of Maine, 168 College Ave., Orono, ME 04469, USA.ORCID 0000-0002-7040-6503
Chad DutyOak Ridge National Laboratory, Manufacturing Science Division, 1 Bethel Valley Rd., Oak Ridge, TN 37830, USA.
Soydan OzcanOak Ridge National Laboratory, Manufacturing Science Division, 1 Bethel Valley Rd., Oak Ridge, TN 37830, USA.

Funding

United States Department of Energy DE-AC05-00OR22725
6 · The paper itself

Abstract

Large-format additive manufacturing (LFAM) is an enabling manufacturing technology capable of producing large parts with highly complex geometries for a wide variety of applications, including automotive, infrastructure/construction, and aerospace mold and tooling. In the past decade, the LFAM industry has seen widespread use of bio-based, glass, and/or carbon fiber reinforced thermoplastic composites which, when printed, serve as a lower-cost alternative to metallic parts. One of the highest-volume materials utilized by the industry is carbon fiber (CF)-filled polycarbonate (PC), which in out-of-autoclave applications can achieve comparable mechanical performance to metal at a significantly lower cost. Previous work has shown that if this material is recovered at various points throughout the manufacturing process for both the lab and pilot scale, it can be mechanically recycled with minimal impacts on the functional performance and printability of the material while significantly reducing the feedstock costs. End-of-life (EOL) CF-PC components were processed through industrial shredding, melt compounding, and LFAM equipment, followed by evaluation of the second-life material properties. Experimental assessments included quantitative analysis of fiber length attrition, polymer molecular weight degradation using gel permeation chromatography (GPC), density changes via pycnometry, thermal performance using dynamic mechanical analysis (DMA), and mechanical performance (tensile properties) in both the X- and Z-directions. Results demonstrated a 24.6% reduction in average fiber length compared to virgin prints, accompanied by a 21% decrease in X-direction tensile strength and a 39% reduction in tensile modulus. Despite these reductions, Z-direction tensile modulus improved by 4%, density increased by 6.8%, and heat deflection temperature (HDT) under high stress retained over 97% of its original value. These findings underscore the potential for integrating mechanically recycled CF-PC into industrial LFAM applications while highlighting the need for technological innovations to mitigate fiber degradation and enhance material performance for broader adoption. This critical step toward circular material practices in LFAM offers a pathway to reducing feedstock costs and environmental impact while maintaining functional performance in industrial applications.

Indexed as

additive manufacturingcircular economycompositesindustrial adoptionmechanical recyclingrecycling

Identifiers

PMID41304346
PMCPMC12656172

What OpenQuestion holds

Textmetadata
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.