Evidence map›Paper›PMID 38707300›Full record

ArticleHeliyon2024

Optimizing tensile strength and energy consumption for FDM through Mixed-Integer Nonlinear Multi-objective optimization and design of experiments.

Saleem Ramadan, Qutaiba Altwarah, Mohammad Abu-Shams, Duha Alkurdi

Abstract read
In one paragraph

Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

4 authors.

Saleem RamadanIndustrial Engineering Department, School of Engineering Technology, Al Hussein Technical University, Amman, 11831, Jordan.
Qutaiba AltwarahSchool of Engineering and Technology, Central Michigan University, Mt. Pleasant, MI, 48859, USA.
Mohammad Abu-ShamsIndustrial Engineering Department, School of Applied Technical Sciences, German Jordanian University, Amman, 11180, Jordan.
Duha AlkurdiIndustrial and Manufacturing Systems Engineering, University of Michigan at Dearborn, Dearborn, MI, 48128, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study presents a methodology for optimizing key parameters of a fused deposition modeling (FDM) printer to minimize energy consumption (EC) while exceeding a specified tensile strength (TS) threshold. Employing Design of Experiments (DoE) with Taguchi and Response Surface analysis, we identify influential parameters affecting TS and EC. A Mixed-Integer Nonlinear Multi-Objective Optimization model is then utilized to balance TS and EC, resulting in optimal parameter values. Validation using fabricated specimens demonstrates less than 5 % error in Tensile Strength and less than 2 % error in Energy Consumption, confirming the efficacy of the proposed methodology.

Indexed as

3D printingAdditive manufacturingDesign of experimentsFDMNonlinear Multi-objective optimizationResponse surface designTaguchi design

Identifiers

PMID38707300
PMCPMC11068625

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.