Evidence map›Paper›PMID 36904469›Full record

ArticlePolymers2023

Functionality Versus Sustainability for PLA in MEX 3D Printing: The Impact of Generic Process Control Factors on Flexural Response and Energy Efficiency.

Markos Petousis, Nectarios Vidakis, Nikolaos Mountakis, Emmanuel Karapidakis, Amalia Moutsopoulou

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In one paragraph

Article in Polymers, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

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  9. The Effect of Nano Zirconium Dioxide (ZrONanomaterials (Basel, Switzerland) · 2023
    Article
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

5 authors.

Markos PetousisDepartment of Mechanical Engineering, Hellenic Mediterranean University, 71410 Heraklion, Greece.ORCID 0000-0003-1312-7898
Nectarios VidakisDepartment of Mechanical Engineering, Hellenic Mediterranean University, 71410 Heraklion, Greece.
Nikolaos MountakisDepartment of Mechanical Engineering, Hellenic Mediterranean University, 71410 Heraklion, Greece.ORCID 0000-0003-4509-8753
Emmanuel KarapidakisElectrical and Computer Engineering Department, Hellenic Mediterranean University, 71410 Heraklion, Greece.ORCID 0000-0002-3589-0627
Amalia MoutsopoulouDepartment of Mechanical Engineering, Hellenic Mediterranean University, 71410 Heraklion, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Process sustainability vs. mechanical strength is a strong market-driven claim in Material Extrusion (MEX) Additive Manufacturing (AM). Especially for the most popular polymer, Polylactic Acid (PLA), the concurrent achievement of these opposing goals may become a puzzle, especially since MEX 3D-printing offers a variety of process parameters. Herein, multi-objective optimization of material deployment, 3D printing flexural response, and energy consumption in MEX AM with PLA is introduced. To evaluate the impact of the most important generic and device-independent control parameters on these responses, the Robust Design theory was employed. Raster Deposition Angle (RDA), Layer Thickness (LT), Infill Density (ID), Nozzle Temperature (NT), Bed Temperature (BT), and Printing Speed (PS) were selected to compile a five-level orthogonal array. A total of 25 experimental runs with five specimen replicas each accumulated 135 experiments. Analysis of variances and reduced quadratic regression models (RQRM) were used to decompose the impact of each parameter on the responses. The ID, RDA, and LT were ranked first in impact on printing time, material weight, flexural strength, and energy consumption, respectively. The RQRM predictive models were experimentally validated and hold significant technological merit, for the proper adjustment of process control parameters per the MEX 3D-printing case.

Indexed as

energy consumptionenergy efficiencyflexural strengthFused Filament Fabrication (FFF)Material Extrusion (MEX)optimizationPolylactic Acid (PLA)Robust DesignTaguchi analysis

Identifiers

PMID36904469
PMCPMC10007265

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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.