Evidence map›Paper›PMID 41156326›Full record

ArticleMicromachines2025

Taguchi-Based Optimization of FDM Parameters for Sub-150 µm Microchannels: Comparative Study of PETG and TPU.

Khadija Bekkay Haouari, Hicham Mastouri, Mohamed Amine Daoud, Chouaib Ennawaoui, Mustapha Ouardouz

Abstract read
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Article in Micromachines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

5 authors.

Khadija Bekkay HaouariFaculty of Sciences and Techniques of Tangier (FSTT), University Abdelmalek Essaâdi, Tangier 90000, Morocco.ORCID 0000-0003-3553-7046
Hicham MastouriEnergy4Water Research Center (E4W), University Mohammed VI Polytechnic (UM6P), Benguerir 43150, Morocco.
Mohamed Amine DaoudFaculty of Sciences and Techniques of Tangier (FSTT), University Abdelmalek Essaâdi, Tangier 90000, Morocco.
Chouaib EnnawaouiEnergy4Water Research Center (E4W), University Mohammed VI Polytechnic (UM6P), Benguerir 43150, Morocco.ORCID 0000-0003-0418-5922
Mustapha OuardouzFaculty of Sciences and Techniques of Tangier (FSTT), University Abdelmalek Essaâdi, Tangier 90000, Morocco.ORCID 0000-0002-8490-8192

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The fabrication of microfluidic components using low-cost Fused Deposition Modeling (FDM) presents an attractive alternative to conventional manufacturing methods, yet achieving microscale dimensional accuracy remains a significant challenge. This study investigates the influence of five key FDM parameters (nozzle temperature, bed temperature, printing speed, flow rate, and infill overlap) on the dimensional accuracy of microchannels printed with PETG and TPU filaments. A Taguchi L27 orthogonal array was employed to systematically evaluate the effects of these parameters on width and depth deviations across sub-millimeter microchannel geometries. Results show that for PETG, optimal dimensional fidelity was achieved at 240 °C nozzle temperature, 70 °C bed temperature, 30 mm/s speed, 100% flow rate, and 15% overlap, enabling reliable channel widths down to 100 µm. TPU exhibited greater variability due to its elasticity, with optimal settings found at 220 °C, 60 °C bed temperature, 30 mm/s, 100% flow rate, and 25% overlap. Signal-to-noise ratio and ANOVA analyses revealed flow rate and printing speed as dominant factors for both materials. The findings provide a reproducible optimization framework for microscale FDM fabrication and highlight material-specific process sensitivities critical to functional microfluidic device performance.

Indexed as

fused deposition modeling (FDM)microfluidicspolyethylene terephthalate glycol (PETG)process optimizationTaguchi methodthermoplastic polyurethane (TPU)

Identifiers

PMID41156326
PMCPMC12565753

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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.