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An experimental investigation of microgravity conditions on FDM-based in-space polymer additive manufacturing

2024· article· en· W4405738536 on OpenAlexafffund
Angela Huang, Zheng Zhu

Bibliographic record

VenueActa Astronautica · 2024
Typearticle
Languageen
FieldEngineering
TopicAdditive Manufacturing and 3D Printing Technologies
Canadian institutionsYork University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsMaterials sciencePolymerSpace (punctuation)Aerospace engineeringFused deposition modelingMechanical engineeringComposite materialComputer scienceEngineering3D printing

Abstract

fetched live from OpenAlex

In-orbit additive manufacturing (AM) has the potential to overcome limitations imposed by current launch vehicles, such as restrictions on payload size and weight. Fused Deposition Modeling (FDM), one of the predominant AM techniques used in space, operates in a microgravity environment where interactions between temperature, load, and motion are complex and not well-known. In FDM, surface tension and gravity significantly influence layer deposition, affecting mechanical properties and interlayer bonding. Previous research indicates that gravity may strongly impact layer height and bonding strength during FDM-based AM. This study explores the influence of gravity on interlayer fusion and global mechanical properties by printing specimens at various angles (0°–90°) relative to the gravitational direction. The 0° angle simulates a microgravity environment, while the 90° angle represents Earth-like conditions. Tensile and compressive test specimens were fabricated and evaluated through stress-strain analysis. Tensile tests revealed a decrease in ultimate tensile strength, fracture stress, and strain with increasing print angle from 0° to 75°, followed by a recovery at 90°, likely due to a shift in failure mode at the micro level. Compression tests showed substantial improvements in ultimate compressive strength and modulus between 0° and 15°, with ductility remaining stable across all angles. Dimensional analysis indicated reduced specimen dimensions at higher print angles. The findings suggest that while zero-gravity conditions weaken interlayer bonding, the overall mechanical performance of materials in microgravity is less compromised than under Earth-like conditions. These insights are valuable for optimizing polymer-based AM processes for in-space manufacturing applications. • Investigated gravity effect on raster interlayer bond and mechanical properties. • Simulated microgravity by printing samples at angles (0° ∼ 90°) relative to gravity. • Tensile tests show a decline in strength and fracture strain as print angle increase. • Compressive tests show notable improved properties from 0° to 15° print angle. • Higher print angles result in reduced tensile specimen dimensions.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.020
Threshold uncertainty score0.735

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.249
Teacher spread0.238 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations8
Published2024
Admission routes2
Has abstractyes

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